--- a/data-cube/index.html Thu Nov 21 14:51:02 2013 +0000
+++ b/data-cube/index.html Thu Nov 21 17:18:18 2013 +0000
@@ -7,8 +7,11 @@
<script class='remove'>
var respecConfig = {
// specification status (e.g. WD, LCWD, NOTE, etc.). If in doubt use ED.
+ //specStatus: "PR",
specStatus: "ED",
copyrightStart: "2012",
+ lcEnd: "2013-04-08",
+ prEnd: "2014-01-12",
// the specification's short name, as in http://www.w3.org/TR/short-name/
shortName: "vocab-data-cube",
@@ -22,6 +25,7 @@
previousMaturity: "CR",
//previousDiffURI: "http://dvcs.w3.org/hg/gld/bp/",
//diffTool: "http://www.aptest.com/standards/htmldiff/htmldiff.pl",
+ implementationReportURI: "http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations",
// if there a publicly available Editor's Draft, this is the link
edDraftURI: "https://dvcs.w3.org/hg/gld/raw-file/default/data-cube/index.html",
@@ -166,70 +170,6 @@
<section id="sotd">
<p>This vocabulary was originally developed and <a href="http://publishing-statistical-data.googlecode.com/svn/trunk/specs/src/main/html/cube.html">published</a> outside of W3C, but has been extended and further developed within the Government Linked Data Working Group.</p>
-<h4 class="no-toc no-num">Summary of changes</h4>
-
-<p>There have been no substantive changes since the Last Call version.
- For details on the minor changes see the <a href="#change-history">change log</a>.</p>
-
-
-<h4 class="no-toc no-num" id="please">Please Comment By 26 July 2013</h4>
-
-<p>
- This document was published by
- the <a href="http://www.w3.org/2011/gld/">Government Linked Data
- Working Group</a> as a Candidate Recommendation. <abbr title="World
- Wide Web Consortium">W3C</abbr> publishes a Candidate Recommendation
- to indicate that the document is believed to be stable and to
- encourage implementation by the developer community.</p>
-
-<p> The Working
- Group seeks to gather experience from implementations in order to
- increase confidence in the specification and meet the following
- defined <a href="http://www.w3.org/2011/gld/wiki/Data_Cube_CR_Exit_Criteria">exit
- criteria</a>:
- <ul>
- <li>Two independently developed data sources have been
- demonstrated which comprise either <a href="#wf">well-formed abbreviated Data
- Cubes</a> or <a href="#wf">well-formed Data Cubes</a>, which pass all retained
- <a href="#wf-rules">integrity checks</a>.</li>
- </ul>
- This document will remain a Candidate Recommendation
- until at least 26 July 2013. After that date, when and if the exit
- criteria are met, the group intends to
- request <a href="http://www.w3.org/2005/10/Process-20051014/tr.html#RecsPR">Proposed
- Recommendation</a> status.
-</p>
-
-<p>Please send <a href="http://www.w3.org/2011/gld/wiki/How_to_submit_a_Data_Cube_Implementation_Report">reports of implementation experience</a>, and other
- feedback, to
- <a href="mailto:public-gld-comments@w3.org">public-gld-comments@w3.org</a>
- (<a href="mailto:public-gld-comments-request@w3.org?subject=subscribe">subscribe</a>,
- <a href="http://lists.w3.org/Archives/Public/public-gld-comments/">archives</a>).</p>
-
-<h4 class="no-toc no-num" id="at-risk">At Risk features</h4>
-
-<p>
-Two aspects of the specification were marked At Risk at Last Call and
-remain At Risk for the CR period.</p>
-
-<p>The <a href="#normalize-algorithm">normalization algorithm</a> is at risk. If implementation experience reveals a problem with the normalization algorithm but the CR exit criteria are met by two independent implementations demonstrating well-formed (non-abbreviated) Data Cubes then the specification MAY proceed with the at risk algorithm removed.</p>
-
-<p>The specific set of <a href="#wf-rules">integrity checks</a> is at
- risk. The implementation experience may reveal technical errors in
- one or more rules, or may indicate that one or more of the
- constraints is too onerous. We anticipate that if such a problem is
- revealed then one option would be to remove the flawed at risk rule,
- retaining the rest of the rules. If that situation arises the
- Working Group will consider whether to recommend that the
- specification should proceed retaining just the subset of at risk
- rules which have been validated by the implementation phase, or that
- a specification revision cycle is required.
-</p>
-
-<h4 class="no-toc no-num" id="no-endorsement">No Endorsement</h4>
-
-<h4 class="no-toc no-num" id="patents">Patents</h4>
-
</section>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/data-cube/static-pr-diff.html Thu Nov 21 17:18:18 2013 +0000
@@ -0,0 +1,3376 @@
+<!DOCTYPE html>
+<html lang="en" typeof="bibo:Document w3p:PR" about="" property="dcterms:language" content="en">
+<head>
+ <title>The RDF Data Cube Vocabulary</title>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <!-- <script type="text/javascript" src="../respec/gld-bib.js" class="remove"></script> <u><ins>--></ins></u>
+
+ <style type="text/css">
+.todo { background-color: #fdd; border: 1px solid #800; margin: 1em 0em; padding: 1em; page-break-inside: avoid ; font-style: italic; }
+.todo:before { content: 'TODO: '; }
+.spare-table { border-collapse: collapse; margin-left: 5ex; }
+.spare-table thead { border-bottom: black 1px solid; }
+.spare-table td { padding-left: 1em; padding-right: 1em; }
+.spare-table td + td { border-left: black 1px solid; padding-left: 1em; padding-right: 1em; }
+.spare-table th + th { border-left: black 1px solid; }
+dl.vocab_reference dt { margin-top: 1em; }
+.bordered-table { border: black 1px solid;}
+.bordered-table th { border-bottom: black 1px solid;}
+.bordered-table td { padding-right: 1em; background: #fcfaee }
+table#example-data { border: black 1px solid; border-collapse:collapse; border-spacing: 0; }
+table#example-data td { border: black 1px solid; padding: 3px; text-align: right; }
+ </style>
+<style>/*****************************************************************
+ * ReSpec 3 CSS
+ * Robin Berjon - http://berjon.com/
+ *****************************************************************/
+
+/* --- INLINES --- */
+em.rfc2119 {
+ text-transform: lowercase;
+ font-variant: small-caps;
+ font-style: normal;
+ color: #900;
+}
+
+h1 acronym, h2 acronym, h3 acronym, h4 acronym, h5 acronym, h6 acronym, a acronym,
+h1 abbr, h2 abbr, h3 abbr, h4 abbr, h5 abbr, h6 abbr, a abbr {
+ border: none;
+}
+
+dfn {
+ font-weight: bold;
+}
+
+a.internalDFN {
+ color: inherit;
+ border-bottom: 1px solid #99c;
+ text-decoration: none;
+}
+
+a.externalDFN {
+ color: inherit;
+ border-bottom: 1px dotted #ccc;
+ text-decoration: none;
+}
+
+a.bibref {
+ text-decoration: none;
+}
+
+cite .bibref {
+ font-style: normal;
+}
+
+code {
+ color: #ff4500;
+}
+
+/* --- <s><del>---</del></s> <s><del>*/</del></s> <s><del>ol.algorithm</del></s> <s><del>{</del></s> <s><del>counter-reset:numsection;</del></s> <s><del>list-style-type:</del></s> <s><del>none;</del></s> <s><del>}</del></s> <s><del>ol.algorithm</del></s> <s><del>li</del></s> <s><del>{</del></s> <s><del>margin:</del></s> <s><del>0.5em</del></s> <s><del>0;</del></s> <s><del>}</del></s> <s><del>ol.algorithm</del></s> <s><del>li:before</del></s> <s><del>{</del></s> <s><del>font-weight:</del></s> <s><del>bold;</del></s> <s><del>counter-increment:</del></s> <s><del>numsection;</del></s> <s><del>content:</del></s> <s><del>counters(numsection,</del></s> <s><del>".")</del></s> <s><del>")</del></s> <s><del>";</del></s> <s><del>}</del></s> <s><del>/*</del></s> <s><del>---</del></s>TOC --- */
+.toc a, .tof a {
+ text-decoration: none;
+}
+
+a .secno, a .figno {
+ color: #000;
+}
+
+ul.tof, ol.tof {
+ list-style: none outside none;
+}
+
+.caption {
+ margin-top: 0.5em;
+ font-style: italic;
+}
+
+/* --- TABLE --- */
+table.simple {
+ border-spacing: 0;
+ border-collapse: collapse;
+ border-bottom: 3px solid #005a9c;
+}
+
+.simple th {
+ background: #005a9c;
+ color: #fff;
+ padding: 3px 5px;
+ text-align: left;
+}
+
+.simple th[scope="row"] {
+ background: inherit;
+ color: inherit;
+ border-top: 1px solid #ddd;
+}
+
+.simple td {
+ padding: 3px 10px;
+ border-top: 1px solid #ddd;
+}
+
+.simple tr:nth-child(even) {
+ background: #f0f6ff;
+}
+
+/* --- DL --- */
+.section dd > p:first-child {
+ margin-top: 0;
+}
+
+.section dd > p:last-child {
+ margin-bottom: 0;
+}
+
+.section dd {
+ margin-bottom: 1em;
+}
+
+.section dl.attrs dd, .section dl.eldef dd {
+ margin-bottom: 0;
+}
+</style><style>/* --- EXAMPLES --- */
+div.example-title {
+ min-width: 7.5em;
+ color: #b9ab2d;
+}
+div.example-title span {
+ text-transform: uppercase;
+}
+aside.example, div.example, div.illegal-example {
+ padding: 0.5em;
+ margin: 1em 0;
+ position: relative;
+ clear: both;
+}
+div.illegal-example { color: red }
+div.illegal-example p { color: black }
+aside.example, div.example {
+ padding: .5em;
+ border-left-width: .5em;
+ border-left-style: solid;
+ border-color: #e0cb52;
+ background: #fcfaee;
+}
+
+aside.example div.example {
+ border-left-width: .1em;
+ border-color: #999;
+ background: #fff;
+}
+aside.example div.example div.example-title {
+ color: #999;
+}
+</style><style>/* --- ISSUES/NOTES --- */
+div.issue-title, div.note-title {
+ padding-right: 1em;
+ min-width: 7.5em;
+ color: #b9ab2d;
+}
+div.issue-title { color: #e05252; }
+div.note-title { color: <s><del>#52e052;</del></s><u><ins>#2b2;</ins></u> }
+div.issue-title span, div.note-title span {
+ text-transform: uppercase;
+}
+div.note, div.issue {
+ margin-top: 1em;
+ margin-bottom: 1em;
+}
+.note > p:first-child, .issue > p:first-child { margin-top: 0 }
+.issue, .note {
+ padding: .5em;
+ border-left-width: .5em;
+ border-left-style: solid;
+}
+div.issue, div.note {
+ padding: <u><ins>1em</ins></u> <u><ins>1.2em</ins></u> 0.5em;
+ margin: 1em 0;
+ position: relative;
+ clear: both;
+}
+span.note, span.issue { padding: .1em .5em .15em; }
+
+.issue {
+ border-color: #e05252;
+ background: #fbe9e9;
+}
+.note {
+ border-color: #52e052;
+ background: #e9fbe9;
+}
+
+
+</style><link rel="stylesheet" href="https://www.w3.org/StyleSheets/TR/W3C-PR"><!--[if lt IE 9]><script src='https://www.w3.org/2008/site/js/html5shiv.js'></script><![endif]--></head>
+
+<body class="h-entry" style="" role="document" id="respecDocument"><div class="head" role="contentinfo" id="respecHeader">
+ <p>
+
+ <a href="http://www.w3.org/"><img width="72" height="48" src="https://www.w3.org/Icons/w3c_home" alt="W3C"></a>
+
+ </p>
+ <h1 class="title p-name" id="title" property="dcterms:title">The RDF Data Cube Vocabulary</h1>
+
+ <h2 property="dcterms:issued" datatype="xsd:dateTime" content="2013-11-21T17:14:36.000Z" id="w3c-proposed-recommendation-21-november-2013"><abbr title="World Wide Web Consortium">W3C</abbr> <s><del>Candidate</del></s><u><ins>Proposed</ins></u> Recommendation <time class="dt-published" datetime="2013-11-21"> <s><del>25</del></s> <s><del>June</del></s><u><ins>21</ins></u> <u><ins>November</ins></u> 2013</time></h2>
+ <dl>
+
+ <dt>This version:</dt>
+ <dd><a class="u-url" href="http://www.w3.org/TR/2013/PR-vocab-data-cube-20131121/"> <s><del>http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/</del></s><u><ins>http://www.w3.org/TR/2013/PR-vocab-data-cube-20131121/</ins></u></a></dd>
+ <dt>Latest published version:</dt>
+ <dd><a href="http://www.w3.org/TR/vocab-data-cube/">http://www.w3.org/TR/vocab-data-cube/</a></dd>
+
+
+ <dt>Latest editor's draft:</dt>
+ <dd><a href="https://dvcs.w3.org/hg/gld/raw-file/default/data-cube/index.html">https://dvcs.w3.org/hg/gld/raw-file/default/data-cube/index.html</a></dd>
+
+
+
+ <dt><u><ins>Implementation</ins></u> <u><ins>report:</ins></u></dt>
+ <dd><a href="http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations"><u><ins>http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations</ins></u></a></dd>
+
+
+
+ <dt>Previous version:</dt>
+ <dd><a rel="dcterms:replaces" href="http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/"> <s><del>http://www.w3.org/TR/2013/WD-vocab-data-cube-20130312/</del></s><u><ins>http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/</ins></u></a></dd>
+
+
+ <dt>Editors:</dt>
+ <dd class="p-author h-card vcard" rel="bibo:editor" inlist=""><span typeof="foaf:Person"><a class="u-url url p-name fn" rel="foaf:homepage" property="foaf:name" content="Richard Cyganiak" href="http://richard.cyganiak.de/">Richard Cyganiak</a>, <a rel="foaf:workplaceHomepage" class="p-org org h-org h-card" href="http://www.deri.ie/">DERI, NUI Galway</a></span>
+</dd>
+<dd class="p-author h-card vcard" rel="bibo:editor" inlist=""><span typeof="foaf:Person"><span property="foaf:name" class="p-name fn">Dave Reynolds</span>, <a rel="foaf:workplaceHomepage" class="p-org org h-org h-card" href="http://www.epimorphics.com/">Epimorphics Ltd</a></span>
+</dd>
+
+
+
+
+
+ <dt> <s><del>Contributor:</del></s><u><ins>Contributors:</ins></u></dt>
+
+
+
+ <dd>
+ <a href="http://www.jenitennison.com/blog/">
+ Jeni Tennison
+ </a>
+ </dd>
+
+
+
+
+
+
+ </dl>
+
+
+ <p>
+
+ <u><ins>This</ins></u> <u><ins>document</ins></u> <u><ins>is</ins></u> <u><ins>also</ins></u> <u><ins>available</ins></u> <u><ins>in</ins></u> <u><ins>this</ins></u> <u><ins>non-normative</ins></u> <u><ins>format:</ins></u>
+
+ <a rel="alternate" href="diff-20130801.html"><u><ins>diff</ins></u> <u><ins>to</ins></u> <u><ins>previous</ins></u> <u><ins>version</ins></u></a>
+ </p>
+
+
+
+
+ <p class="copyright">
+ <a href="http://www.w3.org/Consortium/Legal/ipr-notice#Copyright">Copyright</a> ©
+ <s><del>2013</del></s><u><ins>2012-2013</ins></u>
+
+ <a href="http://www.w3.org/"><abbr title="World Wide Web Consortium">W3C</abbr></a><sup>®</sup>
+ (<a href="http://www.csail.mit.edu/"><abbr title="Massachusetts Institute of Technology">MIT</abbr></a>,
+ <a href="http://www.ercim.eu/"><abbr title="European Research Consortium for Informatics and Mathematics">ERCIM</abbr></a>,
+ <a href="http://www.keio.ac.jp/">Keio</a>, <a href="http://ev.buaa.edu.cn/">Beihang</a>),
+
+ All Rights Reserved.
+
+ <abbr title="World Wide Web Consortium">W3C</abbr> <a href="http://www.w3.org/Consortium/Legal/ipr-notice#Legal_Disclaimer">liability</a>,
+ <a href="http://www.w3.org/Consortium/Legal/ipr-notice#W3C_Trademarks">trademark</a> and
+
+ <a href="http://www.w3.org/Consortium/Legal/copyright-documents">document use</a>
+
+ rules apply.
+ </p>
+
+
+ <hr>
+</div>
+
+<section id="abstract" class="introductory" property="dcterms:abstract" datatype="" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h2 aria-level="1" role="heading" id="h2_abstract">Abstract</h2>
+<p>There are many situations where it would be useful to be able to
+publish
+multi-dimensional data, such as statistics, on the web in such a way
+that it can be linked to related data sets and concepts. The Data Cube
+vocabulary provides a means to do this using the <abbr title="World Wide Web Consortium">W3C</abbr> <a href="http://www.w3.org/TR/REC-rdf-syntax/">RDF</a>
+(Resource Description Framework) standard. The model underpinning the
+Data Cube vocabulary is
+compatible with the cube model that underlies <a href="http://sdmx.org">SDMX</a> (Statistical Data
+and Metadata eXchange), an ISO standard for exchanging and sharing
+statistical data and metadata among organizations. The Data Cube
+vocabulary is a core foundation which supports extension
+vocabularies to enable publication of other aspects of
+statistical data flows or other multi-dimensional data sets.</p>
+
+<p>
+ <u><ins>The</ins></u> <u><ins>namespace</ins></u> <u><ins>for</ins></u> <u><ins>all</ins></u> <u><ins>terms</ins></u> <u><ins>in</ins></u> <u><ins>this</ins></u> <u><ins>ontology</ins></u> <u><ins>is:</ins></u> <a href="http://purl.org/linked-data/cube#"><u><ins>http://purl.org/linked-data/cube#</ins></u></a>
+</p>
+ <p><u><ins>The</ins></u> <u><ins>vocabulary</ins></u> <u><ins>defined</ins></u> <u><ins>in</ins></u> <u><ins>this</ins></u> <u><ins>document</ins></u> <u><ins>is</ins></u> <u><ins>also</ins></u> <u><ins>available</ins></u> <u><ins>in</ins></u> <u><ins>these</ins></u> <u><ins>non-normative</ins></u> <u><ins>formats:</ins></u> <a href="http://purl.org/linked-data/cube"><u><ins>Turtle</ins></u></a><u><ins>.</ins></u></p>
+
+</section><section id="sotd" class="introductory" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h2 aria-level="1" role="heading" id="h2_sotd">Status of This Document</h2>
+
+
+
+ <p>
+ <em>This section describes the status of this document at the time of its publication.
+ Other documents may supersede this document. A list of current <abbr title="World Wide Web Consortium">W3C</abbr> publications and the
+ latest revision of this technical report can be found in the <a href="http://www.w3.org/TR/"><abbr title="World Wide Web Consortium">W3C</abbr> technical reports index</a> at
+ http://www.w3.org/TR/.</em>
+ </p>
+
+ <p>This vocabulary was originally developed and <a href="http://publishing-statistical-data.googlecode.com/svn/trunk/specs/src/main/html/cube.html">published</a> outside of <abbr title="World Wide Web Consortium">W3C</abbr>, but has been extended and further developed within the Government Linked Data Working Group.</p>
+
+
+ <p>
+ <s><del>Summary</del></s> <s><del>of</del></s> <s><del>changes</del></s> <s><del>There</del></s> <s><del>have</del></s> <s><del>been</del></s> <s><del>no</del></s> <s><del>substantive</del></s> <s><del>changes</del></s> <s><del>since</del></s> <s><del>the</del></s> <s><del>Last</del></s> <s><del>Call</del></s> <s><del>version.</del></s> <s><del>For</del></s> <s><del>details</del></s> <s><del>on</del></s> <s><del>the</del></s> <s><del>minor</del></s> <s><del>changes</del></s> <s><del>see</del></s> <s><del>the</del></s> <s><del>change</del></s> <s><del>log</del></s> <s><del>.</del></s> <s><del>Please</del></s> <s><del>Comment</del></s> <s><del>By</del></s> <s><del>26</del></s> <s><del>July</del></s> <s><del>2013</del></s>This document was published by the <a href="http://www.w3.org/2011/gld/">Government Linked Data Working Group</a> as a <s><del>Candidate</del></s><u><ins>Proposed</ins></u> Recommendation.
+
+ <s><del>W3C</del></s> <s><del>publishes</del></s> <s><del>a</del></s> <s><del>Candidate</del></s> <s><del>Recommendation</del></s> <s><del>to</del></s> <s><del>indicate</del></s> <s><del>that</del></s> <s><del>the</del></s><u><ins>This</ins></u> document is <s><del>believed</del></s> <s><del>to</del></s> <s><del>be</del></s> <s><del>stable</del></s> <s><del>and</del></s><u><ins>intended</ins></u> to <s><del>encourage</del></s> <s><del>implementation</del></s> <s><del>by</del></s> <s><del>the</del></s> <s><del>developer</del></s> <s><del>community.</del></s><u><ins>become</ins></u> <u><ins>a</ins></u> <abbr title="World Wide Web Consortium"><u><ins>W3C</ins></u></abbr> <u><ins>Recommendation.</ins></u>
+
+
+
+
+
+ The <abbr title="World Wide Web Consortium"> <s><del>Working</del></s> <s><del>Group</del></s> <s><del>seeks</del></s> <s><del>to</del></s> <s><del>gather</del></s> <s><del>experience</del></s> <s><del>from</del></s> <s><del>implementations</del></s> <s><del>in</del></s> <s><del>order</del></s> <s><del>to</del></s> <s><del>increase</del></s> <s><del>confidence</del></s> <s><del>in</del></s> <s><del>the</del></s> <s><del>specification</del></s><u><ins>W3C</ins></u></abbr> <u><ins>Membership</ins></u> and <s><del>meet</del></s><u><ins>other</ins></u> <u><ins>interested</ins></u> <u><ins>parties</ins></u> <u><ins>are</ins></u> <u><ins>invited</ins></u> <u><ins>to</ins></u> <u><ins>review</ins></u> the <s><del>following</del></s> <s><del>defined</del></s> <s><del>exit</del></s> <s><del>criteria</del></s> <s><del>:</del></s> <s><del>Two</del></s> <s><del>independently</del></s> <s><del>developed</del></s> <s><del>data</del></s> <s><del>sources</del></s> <s><del>have</del></s> <s><del>been</del></s> <s><del>demonstrated</del></s> <s><del>which</del></s> <s><del>comprise</del></s> <s><del>either</del></s> <s><del>well-formed</del></s> <s><del>abbreviated</del></s> <s><del>Data</del></s> <s><del>Cubes</del></s> <s><del>or</del></s> <s><del>well-formed</del></s> <s><del>Data</del></s> <s><del>Cubes</del></s> <s><del>,</del></s> <s><del>which</del></s> <s><del>pass</del></s> <s><del>all</del></s> <s><del>retained</del></s> <s><del>integrity</del></s> <s><del>checks</del></s> <s><del>.</del></s> <s><del>This</del></s>document <s><del>will</del></s> <s><del>remain</del></s> <s><del>a</del></s> <s><del>Candidate</del></s> <s><del>Recommendation</del></s> <s><del>until</del></s> <s><del>at</del></s> <s><del>least</del></s> <s><del>26</del></s> <s><del>July</del></s> <s><del>2013.</del></s> <s><del>After</del></s> <s><del>that</del></s> <s><del>date,</del></s> <s><del>when</del></s>and
+ <s><del>if</del></s> <s><del>the</del></s> <s><del>exit</del></s> <s><del>criteria</del></s> <s><del>are</del></s> <s><del>met,</del></s> <s><del>the</del></s> <s><del>group</del></s> <s><del>intends</del></s> <s><del>to</del></s> <s><del>request</del></s> <s><del>Proposed</del></s> <s><del>Recommendation</del></s> <s><del>status.</del></s> <s><del>Please</del></s>send <s><del>reports</del></s> <s><del>of</del></s> <s><del>implementation</del></s> <s><del>experience</del></s> <s><del>,</del></s> <s><del>and</del></s> <s><del>other</del></s> <s><del>feedback,</del></s><u><ins>comments</ins></u> to
+ <a rel="discussion" href="mailto:public-gld-comments@w3.org">public-gld-comments@w3.org</a>
+ (<a href="mailto:public-gld-comments-request@w3.org?subject=subscribe">subscribe</a>,
+ <a href="http://lists.w3.org/Archives/Public/public-gld-comments/">archives</a> <s><del>).</del></s> <s><del>At</del></s> <s><del>Risk</del></s> <s><del>features</del></s> <s><del>Two</del></s> <s><del>aspects</del></s> <s><del>of</del></s> <s><del>the</del></s> <s><del>specification</del></s><u><ins>)</ins></u>
+ <u><ins>through</ins></u> <u><ins>12</ins></u> <u><ins>January</ins></u> <u><ins>2014.</ins></u> <u><ins>Advisory</ins></u> <u><ins>Committee</ins></u> <u><ins>Representatives</ins></u> <u><ins>should</ins></u> <u><ins>consult</ins></u> <u><ins>their</ins></u>
+ <a href="https://www.w3.org/2002/09/wbs/myQuestionnaires"><u><ins>WBS</ins></u> <u><ins>questionnaires</ins></u></a><u><ins>.</ins></u>
+ <u><ins>Note</ins></u> <u><ins>that</ins></u> <u><ins>substantive</ins></u> <u><ins>technical</ins></u> <u><ins>comments</ins></u> were <s><del>marked</del></s> <s><del>At</del></s> <s><del>Risk</del></s> <s><del>at</del></s><u><ins>expected</ins></u> <u><ins>during</ins></u> <u><ins>the</ins></u> Last Call <s><del>and</del></s> <s><del>remain</del></s> <s><del>At</del></s> <s><del>Risk</del></s> <s><del>for</del></s> <s><del>the</del></s> <s><del>CR</del></s> <s><del>period.</del></s> <s><del>The</del></s> <s><del>normalization</del></s> <s><del>algorithm</del></s> <s><del>is</del></s> <s><del>at</del></s> <s><del>risk.</del></s> <s><del>If</del></s> <s><del>implementation</del></s> <s><del>experience</del></s> <s><del>reveals</del></s> <s><del>a</del></s> <s><del>problem</del></s> <s><del>with</del></s> <s><del>the</del></s> <s><del>normalization</del></s> <s><del>algorithm</del></s> <s><del>but</del></s> <s><del>the</del></s> <s><del>CR</del></s> <s><del>exit</del></s> <s><del>criteria</del></s> <s><del>are</del></s> <s><del>met</del></s> <s><del>by</del></s> <s><del>two</del></s> <s><del>independent</del></s> <s><del>implementations</del></s> <s><del>demonstrating</del></s> <s><del>well-formed</del></s> <s><del>(non-abbreviated)</del></s> <s><del>Data</del></s> <s><del>Cubes</del></s> <s><del>then</del></s> <s><del>the</del></s> <s><del>specification</del></s> <s><del>may</del></s> <s><del>proceed</del></s> <s><del>with</del></s> <s><del>the</del></s> <s><del>at</del></s> <s><del>risk</del></s> <s><del>algorithm</del></s> <s><del>removed.</del></s> <s><del>The</del></s> <s><del>specific</del></s> <s><del>set</del></s> <s><del>of</del></s> <s><del>integrity</del></s> <s><del>checks</del></s> <s><del>is</del></s> <s><del>at</del></s> <s><del>risk.</del></s> <s><del>The</del></s> <s><del>implementation</del></s> <s><del>experience</del></s> <s><del>may</del></s> <s><del>reveal</del></s> <s><del>technical</del></s> <s><del>errors</del></s> <s><del>in</del></s> <s><del>one</del></s> <s><del>or</del></s> <s><del>more</del></s> <s><del>rules,</del></s> <s><del>or</del></s> <s><del>may</del></s> <s><del>indicate</del></s> <s><del>that</del></s> <s><del>one</del></s> <s><del>or</del></s> <s><del>more</del></s> <s><del>of</del></s> <s><del>the</del></s> <s><del>constraints</del></s> <s><del>is</del></s> <s><del>too</del></s> <s><del>onerous.</del></s> <s><del>We</del></s> <s><del>anticipate</del></s> <s><del>that</del></s> <s><del>if</del></s> <s><del>such</del></s> <s><del>a</del></s> <s><del>problem</del></s> <s><del>is</del></s> <s><del>revealed</del></s> <s><del>then</del></s> <s><del>one</del></s> <s><del>option</del></s> <s><del>would</del></s> <s><del>be</del></s> <s><del>to</del></s> <s><del>remove</del></s> <s><del>the</del></s> <s><del>flawed</del></s> <s><del>at</del></s> <s><del>risk</del></s> <s><del>rule,</del></s> <s><del>retaining</del></s> <s><del>the</del></s> <s><del>rest</del></s> <s><del>of</del></s> <s><del>the</del></s> <s><del>rules.</del></s> <s><del>If</del></s><u><ins>review</ins></u>
+ <u><ins>period</ins></u> that <s><del>situation</del></s> <s><del>arises</del></s><u><ins>ended</ins></u> <u><ins>08</ins></u> <u><ins>April</ins></u> <u><ins>2013.</ins></u>
+
+ </p>
+
+ <p>
+ <u><ins>Please</ins></u> <u><ins>see</ins></u> the Working <s><del>Group</del></s> <s><del>will</del></s> <s><del>consider</del></s> <s><del>whether</del></s> <s><del>to</del></s> <s><del>recommend</del></s> <s><del>that</del></s> <s><del>the</del></s> <s><del>specification</del></s> <s><del>should</del></s> <s><del>proceed</del></s> <s><del>retaining</del></s> <s><del>just</del></s> <s><del>the</del></s> <s><del>subset</del></s> <s><del>of</del></s> <s><del>at</del></s> <s><del>risk</del></s> <s><del>rules</del></s> <s><del>which</del></s> <s><del>have</del></s> <s><del>been</del></s> <s><del>validated</del></s> <s><del>by</del></s> <s><del>the</del></s><u><ins>Group's</ins></u> <a href="http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations">implementation
+ <s><del>phase,</del></s> <s><del>or</del></s> <s><del>that</del></s> <s><del>a</del></s> <s><del>specification</del></s> <s><del>revision</del></s> <s><del>cycle</del></s> <s><del>is</del></s> <s><del>required.</del></s> <s><del>No</del></s> <s><del>Endorsement</del></s><u><ins>report</ins></u></a><u><ins>.</ins></u>
+ </p>
+
+
+ <p>
+ Publication as a <s><del>Candidate</del></s><u><ins>Proposed</ins></u> Recommendation does not imply endorsement by the <abbr title="World Wide Web Consortium">W3C</abbr>
+ Membership. This is a draft document and may be updated, replaced or obsoleted by other
+ documents at any time. It is inappropriate to cite this document as other than work in
+ progress.
+ </p>
+
+
+ <p>
+
+ <s><del>Patents</del></s>This document was produced by a group operating under the
+ <a id="sotd_patent" about="" rel="w3p:patentRules" href="http://www.w3.org/Consortium/Patent-Policy-20040205/">5 February 2004 <abbr title="World Wide Web Consortium">W3C</abbr> Patent
+ Policy</a>.
+
+
+
+
+ <abbr title="World Wide Web Consortium">W3C</abbr> maintains a <a href="http://www.w3.org/2004/01/pp-impl/47663/status" rel="disclosure">public list of any patent
+ disclosures</a>
+
+ made in connection with the deliverables of the group; that page also includes
+ instructions for disclosing a patent. An individual who has actual knowledge of a patent
+ which the individual believes contains
+ <a href="http://www.w3.org/Consortium/Patent-Policy-20040205/#def-essential">Essential
+ Claim(s)</a> must disclose the information in accordance with
+ <a href="http://www.w3.org/Consortium/Patent-Policy-20040205/#sec-Disclosure">section
+ 6 of the <abbr title="World Wide Web Consortium">W3C</abbr> Patent Policy</a>.
+
+
+ </p>
+
+
+
+
+</section><section id="toc"><h2 class="introductory" aria-level="1" role="heading" id="h2_toc">Table of Contents</h2><ul class="toc" role="directory" id="respecContents"><li class="tocline"><a href="#outline" class="tocxref"><span class="secno">1. </span>Outline of the vocabulary</a><ul class="toc"><li class="tocline"><a href="#index" class="tocxref"><span class="secno">1.1 </span>Vocabulary index</a></li></ul></li><li class="tocline"><a href="#introduction" class="tocxref"><span class="secno">2. </span>Introduction</a><ul class="toc"><li class="tocline"><a href="#intro-rdf" class="tocxref"><span class="secno">2.1 </span>RDF and Linked Data</a></li><li class="tocline"><a href="#intro-sdmx" class="tocxref"><span class="secno">2.2 </span>SDMX and related standards</a></li><li class="tocline"><a href="#intro-audience" class="tocxref"><span class="secno">2.3 </span>Audience and scope</a></li></ul></li><li class="tocline"><a href="#namespaces" class="tocxref"><span class="secno">3. </span>Namespaces and Document Conventions</a></li><li class="tocline"><a href="#conformance" class="tocxref"><span class="secno">4. </span>Conformance</a></li><li class="tocline"><a href="#data-cubes" class="tocxref"><span class="secno">5. </span>Data cubes</a><ul class="toc"><li class="tocline"><a href="#cubes-model-datasets" class="tocxref"><span class="secno">5.1 </span>Data Sets</a></li><li class="tocline"><a href="#cubes-model" class="tocxref"><span class="secno">5.2 </span>The cube model - dimensions, attributes, measures</a></li><li class="tocline"><a href="#cubes-slices" class="tocxref"><span class="secno">5.3 </span>Introducing Slices</a></li><li class="tocline"><a href="#example" class="tocxref"><span class="secno">5.4 </span>An example</a></li></ul></li><li class="tocline"><a href="#dsd" class="tocxref"><span class="secno">6. </span>Creating data structure definitions</a><ul class="toc"><li class="tocline"><a href="#dsd-dimensions" class="tocxref"><span class="secno">6.1 </span>Dimensions, attributes and measures</a></li><li class="tocline"><a href="#dsd-cog" class="tocxref"><span class="secno">6.2 </span>Content oriented guidelines</a></li><li class="tocline"><a href="#dsd-example" class="tocxref"><span class="secno">6.3 </span>Example dimensions and measure</a></li><li class="tocline"><a href="#dsd-dsd" class="tocxref"><span class="secno">6.4 </span>ComponentSpecifications and DataStructureDefinitions</a></li><li class="tocline"><a href="#dsd-mm" class="tocxref"><span class="secno">6.5 </span>Handling multiple measures</a></li></ul></li><li class="tocline"><a href="#datasets" class="tocxref"><span class="secno"> <s><del>6.5.1</del></s> <s><del>Multi-measure</del></s> <s><del>observations</del></s> <s><del>6.5.2</del></s> <s><del>Measure</del></s> <s><del>dimension</del></s>7. </span>Expressing data sets</a><ul class="toc"><li class="tocline"><a href="#dataset-basic" class="tocxref"><span class="secno">7.1 </span>Data sets and observations</a></li><li class="tocline"><a href="#slices" class="tocxref"><span class="secno">7.2 </span>Slices and groups of observations</a></li></ul></li><li class="tocline"><a href="#schemes" class="tocxref"><span class="secno">8. </span>Concept schemes and code lists</a><ul class="toc"><li class="tocline"><a href="#schemes-intro" class="tocxref"><span class="secno">8.1 </span>Coded values for components properties</a></li><li class="tocline"><a href="#schemes-hierarchy" class="tocxref"><span class="secno">8.2 </span>Hierarchical code lists</a></li><li class="tocline"><a href="#schemes-hierarchy-nonskos" class="tocxref"><span class="secno">8.3 </span>Non-SKOS hierarchies</a></li><li class="tocline"><a href="#schemes-aggregation" class="tocxref"><span class="secno">8.4 </span>Aggregation</a></li></ul></li><li class="tocline"><a href="#metadata" class="tocxref"><span class="secno">9. </span>DataSet metadata</a><ul class="toc"><li class="tocline"><a href="#metadata-categorization" class="tocxref"><span class="secno">9.1 </span>Categorizing a data set</a></li><li class="tocline"><a href="#metadata-publishers" class="tocxref"><span class="secno">9.2 </span>Describing publishers</a></li></ul></li><li class="tocline"><a href="#normalize" class="tocxref"><span class="secno">10. </span>Abbreviated and normalized data cubes</a><ul class="toc"><li class="tocline"><a href="#normalize-algorithm" class="tocxref"><span class="secno">10.1 </span>Normalization algorithm</a></li></ul></li><li class="tocline"><a href="#wf" class="tocxref"><span class="secno">11. </span>Well-formed cubes</a><ul class="toc"><li class="tocline"><a href="#wf-rules" class="tocxref"><span class="secno">11.1 </span>Integrity constraints</a></li></ul></li><li class="tocline"><a href="#vocab-reference" class="tocxref"><span class="secno">12. </span>Vocabulary reference</a><ul class="toc"><li class="tocline"><a href="#reference-datasets" class="tocxref"><span class="secno">12.1 </span>DataSets</a></li><li class="tocline"><a href="#reference-observations" class="tocxref"><span class="secno">12.2 </span>Observations</a></li><li class="tocline"><a href="#reference-slices" class="tocxref"><span class="secno">12.3 </span>Slices</a></li><li class="tocline"><a href="#reference-components" class="tocxref"><span class="secno">12.4 </span>Dimensions, Attributes, Measures</a></li><li class="tocline"><a href="#reference-component-properties" class="tocxref"><span class="secno">12.5 </span>Reusable general purpose component properties</a></li><li class="tocline"><a href="#reference-dsd" class="tocxref"><span class="secno">12.6 </span>Data Structure Definitions</a></li><li class="tocline"><a href="#reference-compspec" class="tocxref"><span class="secno">12.7 </span>Component specifications - for qualifying component use in a DSD</a></li><li class="tocline"><a href="#reference-slice-definitions" class="tocxref"><span class="secno">12.8 </span>Slice definitions</a></li><li class="tocline"><a href="#reference-concepts" class="tocxref"><span class="secno">12.9 </span>Concepts</a></li><li class="tocline"><a href="#reference-nonskos-hierarchy" class="tocxref"><span class="secno">12.10 </span>Non-SKOS Hierarchies</a></li></ul></li><li class="tocline"><a href="#acknowledgements" class="tocxref"><span class="secno">A. </span>Acknowledgements</a></li><li class="tocline"><a href="#change-history" class="tocxref"><span class="secno">B. </span>Change history </a></li><li class="tocline"><a href="#full-example" class="tocxref"><span class="secno">C. </span>Complete example Data Cube</a></li><li class="tocline"><a href="#references" class="tocxref"><span class="secno">D. </span>References</a><ul class="toc"><li class="tocline"><a href="#normative-references" class="tocxref"><span class="secno">D.1 </span>Normative references</a></li><li class="tocline"><a href="#informative-references" class="tocxref"><span class="secno">D.2 </span>Informative references</a></li></ul></li></ul></section>
+
+
+
+
+<section id="outline" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_outline"><span class="secno">1. </span>Outline of the vocabulary</h2>
+
+<figure id="fig-pictorial-summary-of-key-terms-and-their-relationship">
+ <img src="images/qb-fig1.png" alt="UML-style block diagram of the terms in this vocabulary">
+ <figcaption>Fig. <span class="figno">1</span> <span class="fig-title">Pictorial summary of key terms and their relationship</span></figcaption>
+</figure>
+
+
+<section id="index" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_index"><span class="secno">1.1 </span>Vocabulary index</h3>
+
+ <p><b>Classes:</b>
+ <a href="#ref_qb_Attachable">qb:Attachable</a>
+ <a href="#ref_qb_AttributeProperty">qb:AttributeProperty</a>
+ <a href="#ref_qb_CodedProperty">qb:CodedProperty</a>
+ <a href="#ref_qb_ComponentProperty">qb:ComponentProperty</a>
+ <a href="#ref_qb_ComponentSet">qb:ComponentSet</a>
+ <a href="#ref_qb_ComponentSpecification">qb:ComponentSpecification</a>
+ <a href="#ref_qb_DataSet">qb:DataSet</a>
+ <a href="#ref_qb_DataStructureDefinition">qb:DataStructureDefinition</a>
+ <a href="#ref_qb_DimensionProperty">qb:DimensionProperty</a>
+ <a href="#ref_qb_HierarchicalCodeList">qb:HierarchicalCodeList</a>
+ <a href="#ref_qb_MeasureProperty">qb:MeasureProperty</a>
+ <a href="#ref_qb_Observation">qb:Observation</a>
+ <a href="#ref_qb_Slice">qb:Slice</a>
+ <a href="#ref_qb_ObservationGroup">qb:ObservationGroup</a>
+ <a href="#ref_qb_SliceKey">qb:SliceKey</a>
+ </p>
+ <p><b>Properties:</b>
+ <a href="#ref_qb_attribute">qb:attribute</a>
+ <a href="#ref_qb_codeList">qb:codeList</a>
+ <a href="#ref_qb_component">qb:component</a>
+ <a href="#ref_qb_componentAttachment">qb:componentAttachment</a>
+ <a href="#ref_qb_componentProperty_LC">qb:componentProperty</a>
+ <a href="#ref_qb_componentRequired">qb:componentRequired</a>
+ <a href="#ref_qb_concept">qb:concept</a>
+ <a href="#ref_qb_dataSet_LC">qb:dataSet</a>
+ <a href="#ref_qb_dimension">qb:dimension</a>
+ <a href="#ref_qb_hierarchyRoot">qb:hierarchyRoot</a>
+ <a href="#ref_qb_measure">qb:measure</a>
+ <a href="#ref_qb_measureDimension">qb:measureDimension</a>
+ <a href="#ref_qb_measureType">qb:measureType</a>
+ <a href="#ref_qb_observation_LC">qb:observation</a>
+ <a href="#ref_qb_observationGroup">qb:observationGroup</a>
+ <a href="#ref_qb_order">qb:order</a>
+ <a href="#ref_qb_parentChildProperty">qb:parentChildProperty</a>
+ <a href="#ref_qb_slice_LC">qb:slice</a>
+ <a href="#ref_qb_sliceKey_LC">qb:sliceKey</a>
+ <a href="#ref_qb_sliceStructure">qb:sliceStructure</a>
+ <a href="#ref_qb_structure">qb:structure</a>
+ </p>
+</section>
+
+</section>
+
+<section id="introduction" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_introduction"><span class="secno">2. </span>Introduction</h2><p><em>This section is non-normative.</em></p>
+
+<p>
+Statistical data is a foundation for policy
+prediction, planning and adjustments and
+underpins many of the mash-ups and visualisations
+we see on the web. There is strong interest
+in being able to publish statistical data in a web-friendly format
+to enable it to be linked and combined with related information.
+</p>
+
+<p>
+At the heart of a statistical dataset is a set of observed values
+organized along a group of dimensions, together with associated metadata.
+The Data Cube vocabulary enables such information to be represented
+using the <abbr title="World Wide Web Consortium">W3C</abbr> <a href="http://www.w3.org/TR/REC-rdf-syntax/">RDF</a>
+(Resource Description Framework) standard and published following the
+principles of
+<a href="http://linkeddata.org/">linked data</a>.
+The vocabulary is based upon the approach used by the SDMX ISO standard
+for statistical data exchange. This <em>cube</em> model is very
+general and so the Data Cube vocabulary can be used for other data sets
+such as survey data, spreadsheets and OLAP data cubes [<cite><a class="bibref" href="#bib-OLAP">OLAP</a></cite>].
+</p>
+
+<p>
+The Data Cube vocabulary is focused purely on the
+publication of multi-dimensional data on the web. We envisage a series of modular
+vocabularies being developed which extend this core foundation. In
+particular, we see the need for an SDMX extension vocabulary to support the
+publication of additional context to statistical data (such as the encompassing Data
+Flows and associated Provision Agreements). Other extensions are possible to
+support metadata for surveys (so called "micro-data", as encompassed by <a href="http://www.ddialliance.org/">DDI</a>)
+or publication of statistical reference metadata.
+</p>
+
+<p>The Data Cube in turn builds upon the following existing RDF
+vocabularies:</p>
+<ul>
+ <li><a href="http://www.w3.org/2004/02/skos/">SKOS</a> for concept schemes</li>
+ <li><a href="http://sw.joanneum.at/scovo/schema.html">SCOVO</a> for
+core statistical structures</li>
+ <li><a href="http://purl.org/dc/terms/">Dublin Core Terms</a> for metadata</li>
+ <li><a href="http://rdfs.org/ns/void-guide">VoiD</a> for data access</li>
+ <li><a href="http://xmlns.com/foaf/0.1/">FOAF</a> for agents</li>
+ <li><a href="http://www.w3.org/ns/org#">ORG</a> for organizations</li>
+</ul>
+
+
+<section id="intro-rdf" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_intro-rdf"><span class="secno">2.1 </span>RDF and Linked Data</h3>
+
+<p><em> <s><del>This</del></s> <s><del>section</del></s> <s><del>is</del></s> <s><del>non-normative.</del></s>Linked data</em> is an approach to publishing data on the web, enabling
+datasets to be linked together through references to common concepts.
+ The approach [<cite><a class="bibref" href="#bib-LOD">LOD</a></cite>]
+recommends use of HTTP URIs to name the entities and concepts so that consumers of
+the data can look-up those URIs to get more information, including links
+to other related URIs.
+RDF [<cite><a class="bibref" href="#bib-RDF-PRIMER">RDF-PRIMER</a></cite>]
+provides a standard for the representation of the
+information that describes those entities and concepts, and is returned
+by dereferencing the URIs. </p>
+
+<p>There are a number of benefits to being able to publish multi-dimensional data, such as statistics,
+using RDF and the linked data approach:</p>
+<ul>
+ <li>The individual observations, and groups of observations, become
+(web) addressable. This allows publishers and third parties to annotate
+and link to this data; for example a report can reference the specific
+figures it is based on allowing for fine grained provenance trace-back.</li>
+ <li>Data can be flexibly combined across datasets sets (for example <em>find all
+Religious schools in census areas with high values for National
+Indicators pertaining to religious tolerance</em>). The statistical
+data becomes an integral part of the broader web of linked data.</li>
+ <li>For publishers who currently only offer static files then
+publishing as linked-data offers a flexible, non-proprietary, machine
+readable means of publication that supports an out-of-the-box web API
+for programmatic access.</li>
+ <li>It enables reuse of standardized tools and components.</li>
+</ul>
+</section>
+
+
+<section id="intro-sdmx" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_intro-sdmx"><span class="secno">2.2 </span>SDMX and related standards</h3>
+
+<p>The Statistical Data and Metadata Exchange (SDMX) Initiative
+was organised in 2001 by seven international organizations (BIS,
+ECB, Eurostat, IMF, OECD, World Bank and the UN) to
+realise greater efficiencies in statistical practice. These
+organisations all
+collect significant amounts of data, mostly from the national level,
+to support policy. They also disseminate data at the supra-national
+and international levels.</p>
+
+<p>
+There have been a number of important results from this work: two
+versions of a set of technical specifications - ISO:TS 17369
+(SDMX) - and the release of several recommendations for
+structuring and harmonising cross-domain statistics, the SDMX
+Content-Oriented Guidelines. All of the products are available at
+<a href="http://www.sdmx.org">www.sdmx.org</a>. The standards are now
+being widely adopted
+around the world for the collection, exchange, processing, and
+dissemination of aggregate statistics by official statistical
+organisations. The UN Statistical Commission recommended
+SDMX as the preferred standard for statistics in 2007.
+</p>
+
+<p>The SDMX specification defines a core <em>information model</em>
+which is reflected in concrete form in two syntaxes - SDMX-ML (an XML
+syntax) and SDMX-EDI.
+</p>
+
+<p>The RDF Data Cube vocabulary builds upon the core of the
+ the SDMX 2.0 Information Model [<cite><a class="bibref" href="#bib-SDMX20">SDMX20</a></cite>].</p>
+
+<p>Readers may find the SDMX User Guide [<cite><a class="bibref" href="#bib-SDMX-GUIDE">SDMX-GUIDE</a></cite>] useful
+ background.</p>
+
+<p>A key component of the SDMX standards package are
+the <strong>Content-Oriented Guidelines</strong> (COGs), a set of
+cross-domain concepts, code lists, and categories that support
+interoperability and comparability between datasets by providing a
+shared terminology between SDMX implementers [<cite><a class="bibref" href="#bib-COG">COG</a></cite>]. RDF versions of these
+terms are available separately for use along with the Data Cube
+vocabulary, see <a href="#dsd-cog">Content oriented guidelines</a> for
+ further details. These external resources do not form a normative part of the
+ Data Cube Vocabulary specification.
+</p>
+</section>
+
+
+<section id="intro-audience" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_intro-audience"><span class="secno">2.3 </span>Audience and scope</h3>
+
+<p>This document describes the Data Cube vocabulary
+It is aimed at people wishing to publish
+statistical or other multi-dimension data in RDF.
+Mechanics of cross-format translation from other
+formats such as SDMX-ML are not covered here.</p>
+</section>
+
+</section>
+
+<section id="namespaces" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_namespaces"><span class="secno">3. </span>Namespaces and Document Conventions</h2>
+
+<p>
+The names of RDF entities -- classes, predicates, individuals -- are
+URIs. These are usually expressed using a compact notation where the
+name is written <code>prefix:localname</code>, and where the <code>prefix</code>
+identifies a <i>namespace URI</i>. The namespace identified by the prefix is
+ prepended to the <code>localname</code> to obtain the full URI.
+</p>
+
+<p>The following namespaces are used in this document:</p>
+
+<table>
+ <thead><tr><th>Prefix</th><th>Namespace</th><th>Reference</th></tr></thead>
+ <tbody>
+ <tr><td>qb</td><td><a href="http://purl.org/linked-data/cube#">http://purl.org/linked-data/cube#</a></td><td><em>This document</em></td></tr>
+ <tr><td>skos</td><td><a href="http://www.w3.org/2004/02/skos/core">http://www.w3.org/2004/02/skos/core#</a></td><td>[<cite><a class="bibref" href="#bib-SKOS-REFERENCE">SKOS-REFERENCE</a></cite>]</td></tr>
+ <tr><td>scovo</td><td><a href="http://purl.org/NET/scovo#">http://purl.org/NET/scovo#</a></td><td>[<cite><a class="bibref" href="#bib-SCOVO">SCOVO</a></cite>]</td></tr>
+ <tr><td>void</td><td><a href="http://rdfs.org/ns/void#">http://rdfs.org/ns/void#</a></td><td>[<cite><a class="bibref" href="#bib-void"> <s><del>VOID</del></s><u><ins>void</ins></u></a></cite>]</td></tr>
+ <tr><td>foaf</td><td><a href="http://xmlns.com/foaf/0.1/">http://xmlns.com/foaf/0.1/</a></td><td>[<cite><a class="bibref" href="#bib-FOAF">FOAF</a></cite>]</td></tr>
+ <tr><td>org</td><td><a href="http://www.w3.org/ns/org#">http://www.w3.org/ns/org#</a></td><td>[<cite><a class="bibref" href="#bib-ORG">ORG</a></cite>]</td></tr>
+ <tr><td>dct</td><td><a href="http://purl.org/dc/terms/">http://purl.org/dc/terms/</a></td><td>[<cite><a class="bibref" href="#bib-DC11">DC11</a></cite>]</td></tr>
+ <tr><td>owl</td><td><a href="http://www.w3.org/2002/07/owl">http://www.w3.org/2002/07/owl#</a></td><td>[<cite><a class="bibref" href="#bib-OWL2-PRIMER">OWL2-PRIMER</a></cite>]</td></tr>
+ <tr><td>rdf</td><td><a href="http://www.w3.org/1999/02/22-rdf-syntax-ns">http://www.w3.org/1999/02/22-rdf-syntax-ns#</a></td><td>[<cite><a class="bibref" href="#bib-RDF-CONCEPTS">RDF-CONCEPTS</a></cite>]</td></tr>
+ <tr><td>rdfs</td><td><a href="http://www.w3.org/2000/01/rdf-schema">http://www.w3.org/2000/01/rdf-schema#</a></td><td>[<cite><a class="bibref" href="#bib-RDF-SCHEMA">RDF-SCHEMA</a></cite>]</td></tr>
+ <tr><td>admingeo</td><td><a href="http://data.ordnancesurvey.co.uk/ontology/admingeo/">http://data.ordnancesurvey.co.uk/ontology/admingeo/</a></td><td><em>(Non-normative, used for examples only)</em></td></tr>
+ <tr><td>interval</td><td><a href="http://reference.data.gov.uk/def/intervals/">http://reference.data.gov.uk/def/intervals/</a></td><td><em>(Non-normative, used for examples only)</em></td></tr>
+
+ <tr><td>eg</td><td><a href="http://example.org/ns#">http://example.org/ns#</a></td><td><em>(Non-normative, used for examples only)</em></td></tr>
+ </tbody>
+</table>
+
+<p>All RDF examples are written in Turtle syntax [<cite><a class="bibref" href="#bib-turtle"> <s><del>TURTLE-TR</del></s><u><ins>turtle</ins></u></a></cite>].</p>
+
+</section>
+
+
+<section id="conformance" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><!--OddPage--><h2 aria-level="1" role="heading" id="h2_conformance"><span class="secno">4. </span>Conformance</h2>
+<p>
+ As well as sections marked as non-normative, all authoring guidelines, diagrams, examples,
+ and notes in this specification are non-normative. Everything else in this specification is
+ normative.
+</p>
+<p>
+ The key words <em class="rfc2119" title="MUST"> <s><del>must</del></s><u><ins>MUST</ins></u></em>, <em class="rfc2119" title="MUST NOT"> <s><del>must</del></s> <s><del>not</del></s><u><ins>MUST</ins></u> <u><ins>NOT</ins></u></em>, <em class="rfc2119" title="REQUIRED"> <s><del>required</del></s><u><ins>REQUIRED</ins></u></em>, <em class="rfc2119" title="SHOULD"> <s><del>should</del></s><u><ins>SHOULD</ins></u></em>, <em class="rfc2119" title="SHOULD NOT"> <s><del>should</del></s> <s><del>not</del></s><u><ins>SHOULD</ins></u> <u><ins>NOT</ins></u></em>, <em class="rfc2119" title="RECOMMENDED"> <s><del>recommended</del></s><u><ins>RECOMMENDED</ins></u></em>, <em class="rfc2119" title="MAY"> <s><del>may</del></s><u><ins>MAY</ins></u></em>,
+ and <em class="rfc2119" title="OPTIONAL"> <s><del>optional</del></s><u><ins>OPTIONAL</ins></u></em> in this specification are to be interpreted as described in [<cite><a class="bibref" href="#bib-RFC2119">RFC2119</a></cite>].
+</p>
+
+
+<p>A data interchange, however that interchange occurs, is conformant
+ with Data Cube if:
+</p><ul>
+<li>it uses terms (classes and properties) from Data Cube in a way consistent with
+ their semantics as declared in this specification, in particular the exchanged RDF graphs constitute
+ either <em><a href="#dfn-well-formed" class="internalDFN">well-formed</a></em> or <em><a href="#dfn-well-formed-abbreviated" class="internalDFN">well-formed abbreviated</a></em> Data Cubes;</li>
+<li>it does <strong>not</strong> use terms from other vocabularies <strong>instead</strong> of ones defined
+ in this vocabulary that could reasonably be used (use of such
+ terms <strong>in addition</strong> to Data Cube terms is permissible).</li>
+</ul>
+<p></p>
+
+<p>A conforming data interchange:
+</p><ul>
+<li><em class="rfc2119" title="may">may</em> include terms from other vocabularies;</li>
+<li><em class="rfc2119" title="may">may</em> use only a subset of Data Cube terms.</li>
+</ul>
+<p></p>
+
+</section>
+
+<section id="data-cubes" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_data-cubes"><span class="secno">5. </span>Data cubes</h2><p><em>This section is non-normative.</em></p>
+
+<section id="cubes-model-datasets" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_cubes-model-datasets"><span class="secno">5.1 </span>Data Sets</h3><p><em>This section is non-normative.</em></p>
+
+<p>A DataSet is a collection of statistical data that corresponds to a
+ defined structure. The data in a data set can be roughly described as belonging to one of the following kinds:</p>
+
+<dl>
+ <dt>Observations</dt>
+ <dd>This is the actual data, the measured values. In a statistical table, the observations
+ would be the values in the table cells.</dd>
+
+ <dt>Organizational structure</dt>
+ <dd>To locate an observation within the hypercube, one has at least to know the value of each
+ dimension at which the observation is located, so these values must be specified for each observation.
+ Datasets can have additional organizational structure in the form of <em>slices</em>
+ as described in <a href="#slices">section 7.2</a>.
+
+ </dd><dt>Structural metadata</dt>
+ <dd>Having located an observation, we need certain metadata in order to be able to interpret it.
+ What is the unit of measurement? Is it a normal value or a series break?
+ Is the value measured or estimated? These metadata are provided as <em>attributes</em> and can
+ be attached to individual observations, or to higher levels.</dd>
+
+ <dt>Reference metadata</dt>
+ <dd>This is metadata that describes the dataset as a whole, such as categorization of the
+ dataset, its publisher, and a SPARQL endpoint where it can be accessed.
+ External metadata is described in <a href="#metadata">section 9</a>.</dd>
+</dl>
+</section>
+
+<section id="cubes-model" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_cubes-model"><span class="secno">5.2 </span>The cube model - dimensions, attributes, measures</h3><p><em>This section is non-normative.</em></p>
+
+<p>A statistical data set comprises a collection of observations made
+at some points across some logical space. The collection can be characterized by
+a set of dimensions that define what the observation applies to (e.g. time,
+area, gender) along with metadata describing what has been
+measured (e.g. economic activity, population), how it was measured and how the
+observations are expressed (e.g. units, multipliers, status). We can
+think of the statistical data set as a multi-dimensional
+space, or hyper-cube, indexed by those dimensions. This space is
+commonly referred to
+as a <em>cube</em> for short; though the name shouldn't be taken
+literally, it is not meant to imply that
+there are exactly three dimensions (there can be more or fewer) nor
+that
+all the dimensions are somehow similar in size.</p>
+
+<p>A cube is organized according to a set of <em>dimensions</em>,
+<em>attributes</em> and <em>measures</em>. We collectively call these <em>components</em>.</p>
+
+<p>The <em>dimension</em> components serve to identify
+the observations. A set of values for all the dimension
+components
+is sufficient to identify a single observation. Examples of dimensions
+include the
+time to which the observation applies, or a geographic region which the observation covers.</p>
+
+<p>The <em>measure</em> components represent the phenomenon being
+observed.</p>
+
+<p>The <em>attribute</em> components allow us to qualify and
+interpret the observed value(s). They enable specification of the units of
+measure, any scaling factors and metadata such as the status
+of the observation (e.g. <em>estimated</em>, <em>provisional</em>).</p>
+</section>
+
+
+<section id="cubes-slices" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_cubes-slices"><span class="secno">5.3 </span>Introducing Slices</h3><p><em>This section is non-normative.</em></p>
+
+<p>It is frequently useful to group subsets of observations within a
+dataset. In particular to fix all but one (or a small subset) of the
+dimensions and be able to refer to all observations with those
+dimension values as a single entity. We call such a selection a <em>slice</em>
+through the cube. For example, given a data set on regional performance
+indicators then we might group together all the observations about a given indicator
+and a given region. Each such group would be a slice representing a time
+ series of observed values.</p>
+
+<p>A data publisher may identify slices through the data for various
+purposes. They can be a useful grouping to which metadata might be attached, for example to note a
+change in measurement process which
+affects a particular time or region. Slices also enable the publisher to
+identify and label particular subsets of the data which should be presented to the
+user - they can enable the consuming application to more easily
+ construct the appropriate graph or chart for presentation.</p>
+
+<p>In statistical applications it is common to work with
+slices in which a single dimension is left unspecified.
+In particular,
+to refer to such slices in which the single free dimension is time as <em>Time
+Series</em> and to refer slices along non-time dimensions as <em>Sections</em>.
+Within the Data Cube vocabulary we allow arbitrary dimensionality
+slices and do not give different names to particular types of
+ slice. Such sub-classes of slice could be added in extension vocabularies.</p>
+
+</section>
+
+<section id="example" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_example"><span class="secno">5.4 </span>An example</h3><p><em>This section is non-normative.</em></p>
+
+<p>In order to illustrate the use of the data cube vocabulary we will
+use a small demonstration
+data set extracted from
+<a href="http://statswales.wales.gov.uk/index.htm">StatsWales</a> report
+number 003311 which describes life expectancy broken down by region
+(unitary authority), age and time. The extract we will use is:<br>
+</p>
+
+<table id="example-data" style="text-align: left; width: 80%;">
+ <tbody>
+ <tr>
+ <td style="vertical-align: top;"><br>
+ </td>
+ <td colspan="2" rowspan="1" style="vertical-align: top; text-align: center; font-weight: bold;">2004-2006<br>
+ </td>
+ <td colspan="2" rowspan="1" style="vertical-align: top; text-align: center; font-weight: bold;">2005-2007<br>
+ </td>
+ <td colspan="2" rowspan="1" style="vertical-align: top; text-align: center; font-weight: bold;">2006-2008<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top;"><br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Male<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Female<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Male<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Female<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Male<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Female<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Newport<br>
+ </td>
+ <td style="vertical-align: top;">76.7<br>
+ </td>
+ <td style="vertical-align: top;">80.7<br>
+ </td>
+ <td style="vertical-align: top;">77.1<br>
+ </td>
+ <td style="vertical-align: top;">80.9<br>
+ </td>
+ <td style="vertical-align: top;">77.0<br>
+ </td>
+ <td style="vertical-align: top;">81.5<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Cardiff<br>
+ </td>
+ <td style="vertical-align: top;">78.7<br>
+ </td>
+ <td style="vertical-align: top;">83.3<br>
+ </td>
+ <td style="vertical-align: top;">78.6<br>
+ </td>
+ <td style="vertical-align: top;">83.7<br>
+ </td>
+ <td style="vertical-align: top;">78.7<br>
+ </td>
+ <td style="vertical-align: top;">83.4<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Monmouthshire<br>
+ </td>
+ <td style="vertical-align: top;">76.6<br>
+ </td>
+ <td style="vertical-align: top;">81.3<br>
+ </td>
+ <td style="vertical-align: top;">76.5<br>
+ </td>
+ <td style="vertical-align: top;">81.5<br>
+ </td>
+ <td style="vertical-align: top;">76.6<br>
+ </td>
+ <td style="vertical-align: top;">81.7<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Merthyr
+Tydfil<br>
+ </td>
+ <td style="vertical-align: top;">75.5<br>
+ </td>
+ <td style="vertical-align: top;">79.1<br>
+ </td>
+ <td style="vertical-align: top;">75.5<br>
+ </td>
+ <td style="vertical-align: top;">79.4<br>
+ </td>
+ <td style="vertical-align: top;">74.9<br>
+ </td>
+ <td style="vertical-align: top;">79.6<br>
+ </td>
+ </tr>
+ </tbody>
+</table>
+
+<p>We can see that there are three dimensions - time period (rolling averages over three year timespans),
+ region and sex. Each observation represents the life expectancy for that population (the measure) and
+ we will need an attribute to define the units (years) of the measured values.</p>
+
+<p>An example of slicing the data would be to define slices in which the time and sex are
+fixed for each slice. Such slices then show the variation in life expectancy across the
+ different regions, i.e. corresponding to the columns in the above tabular layout.</p>
+
+<p>A complete encoding of this data as a Data Cube, including such a
+ slice structure, is shown in <a href="#full-example">Appendix C</a>.</p>
+
+</section>
+
+</section>
+
+
+<section id="dsd" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_dsd"><span class="secno">6. </span>Creating data structure definitions</h2>
+
+<p>A <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> defines the structure of one or more
+datasets. In particular, it defines the dimensions, attributes and measures
+used in the dataset along with qualifying information such as ordering of
+ dimensions and whether attributes are required or optional. For well-formed
+ data sets much of this information is implicit within the RDF component properties
+ found on the observations. However, the explicit declaration of the structure has
+ several benefits:</p>
+
+<ul>
+ <li>it enables verification that the data set matches the expected structure,
+ in particular helps with detection of incoherent sets obtained by
+ combining differently structured source data;</li>
+ <li>it allows a consumer to easily determine what dimensions are available for query
+ and their presentational order, which in turn simplifies data
+ consumption, for example for UI construction;</li>
+ <li>it supports transmission of the structure information in
+ associated SDMX data flows (see below).</li>
+</ul>
+
+<p>It is common, when publishing statistical data, to have a regular series of publications which
+all follow the same structure. The notion of a Data Structure Definition (DSD) allows us to define
+that structure once and then reuse it for each publication in the series. Consumers can then be
+ confident that the structure of the data has not changed.</p>
+
+<section id="dsd-dimensions" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-dimensions"><span class="secno">6.1 </span>Dimensions, attributes and measures</h3>
+
+<p>The Data Cube vocabulary represents the dimensions, attributes and measures
+ as RDF properties. Each is an instance of the abstract <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ class, which in turn has sub-classes <code><a href="#dfn-qb-dimensionproperty" class="internalDFN">qb:DimensionProperty</a></code>,
+ <code><a href="#dfn-qb-attributeproperty" class="internalDFN">qb:AttributeProperty</a></code> and <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>.</p>
+
+<p>A component property encapsulates several pieces of information:</p>
+<ul>
+ <li>the concept being represented (e.g. time or geographic area),</li>
+ <li>the nature of the component (dimension, attribute or measure) as represented by the type of the component property,</li>
+ <li>the type or code list used to represent the value.</li>
+</ul>
+
+<p>The same <em>concept</em> can be manifested in different components. For example, the concept
+ of <em>currency</em> may be used as a dimension (in a data set dealing with exchange rates) or as
+ an attribute (when describing the currency in which an observed trade took place). The concept of time
+ is typically used only as a dimension but may be encoded as a data value (e.g. an <code>xsd:dateTime</code>)
+ or as a symbolic value (e.g. a URI drawn from the reference time URI set developed by data.gov.uk).
+ In statistical agencies it is common to have a standard thesaurus of statistical concepts which
+ underpin the components used in multiple different data sets.</p>
+
+<p>To support this reuse of general statistical concepts the data cube vocabulary provides the <code><a href="#dfn-qb-concept" class="internalDFN">qb:concept</a></code> property which
+ links a <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> to the concept it represents. We use the SKOS
+ vocabulary [<cite><a class="bibref" href="#bib-SKOS-PRIMER">SKOS-PRIMER</a></cite>] to represent such concepts. This is very natural for those cases where the
+ concepts are already maintained as a controlled term list or thesaurus.
+ When developing a data structure definition for an informal data set there may not be an appropriate
+ concept already. In those cases, if the concept is likely to be reused in other guises it is recommended to
+ publish a <code>skos:Concept</code> along with the specific <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>. However, if
+ such reuse is not expected then it is not required to do so - the <code><a href="#dfn-qb-concept" class="internalDFN">qb:concept</a></code>
+ link is optional and a simple instance of the appropriate subclass of <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> is
+ sufficient.</p>
+
+<p>The representation of the possible values of the component is described using the <code>rdfs:range</code>
+ property of the component in the usual RDF manner. Thus, for example, values of a time dimension might
+ be represented using literals of type <code>xsd:dateTime</code> or as URIs drawn from a time reference service.</p>
+
+<p>In statistical data sets it is common
+ for values to be encoded using some (possibly hierarchical) code list and it can be useful to be
+ able to easily identify the overall code list in some more structured form. To cater for this a
+ component can also be optionally annotated with a <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code> to indicate a set of
+ <code>skos:Concept</code>s which may be used as codes. The <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code> value may be a
+ <code>skos:ConceptScheme</code>, <code>skos:Collection</code> or <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>.
+ In such a case the <code>rdfs:range</code> of the component might be left as simply <code>skos:Concept</code> but
+ a useful design pattern is to also define an <code>rdfs:Class</code>
+ whose members are all the <code>skos:Concept</code>s within a particular scheme. In that way
+ the <code>rdfs:range</code> can be made more specific which enables generic RDF tools to perform
+ appropriate range checking.</p>
+
+<p>Note that in any SDMX extension vocabulary there would be one further item of information to encode
+ about components - the role that they play within the structure definition. In particular, it is sometimes
+ convenient for consumers to be able to easily identify which is the time dimension,
+ which component is the primary measure and so forth. It turns out that such roles are intrinsic to
+ the concepts and so this information can be encoded by providing subclasses of <code>skos:Concept</code>
+ for each role. The particular choice of roles here is specific to the SDMX standard and so is not
+ included within the core Data Cube vocabulary.</p>
+
+<p>Before illustrating the components needed for our running example, there is one more piece
+ of machinery to introduce, a reusable set of concepts and components based on SDMX.
+</p>
+</section>
+
+<section id="dsd-cog" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-cog"><span class="secno">6.2 </span>Content oriented guidelines</h3><p><em>This section is non-normative.</em></p>
+
+<p>The SDMX standard includes a set of <em>content oriented guidelines</em> (COG) [<cite><a class="bibref" href="#bib-COG">COG</a></cite>]
+ which define a set of common statistical concepts and associated code lists that are intended to be
+ reusable across data sets. A <a href="https://code.google.com/p/publishing-statistical-data/">community group</a>
+ has developed RDF encodings of these guidelines. These comprise:
+
+</p><table id="namespaces-table">
+ <thead><tr><th>Prefix</th><th>Namespace</th><th>Description</th></tr></thead>
+ <tbody>
+ <tr><td><code>sdmx-concept</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/concept#">http://purl.org/linked-data/sdmx/2009/concept#</a></td><td>SKOS Concepts for each COG defined concept</td>
+ </tr><tr><td><code>sdmx-code</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/code#">http://purl.org/linked-data/sdmx/2009/code#</a></td><td>SKOS Concepts and ConceptSchemes for each COG defined code list</td>
+ </tr><tr><td><code>sdmx-dimension</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/dimension#">http://purl.org/linked-data/sdmx/2009/dimension#</a></td><td>component properties corresponding to each COG concept that can be used as a dimension</td>
+ </tr><tr><td><code>sdmx-attribute</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/attribute#">http://purl.org/linked-data/sdmx/2009/attribute#</a></td><td>component properties corresponding to each COG concept that can be used as an attribute</td>
+ </tr><tr><td><code>sdmx-measure</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/measure#">http://purl.org/linked-data/sdmx/2009/measure#</a></td><td>component properties corresponding to each COG concept that can be used as a measure</td>
+
+ </tr></tbody>
+</table>
+
+<p>These community resources are provided as a convenience and do not form part
+ of the Data Cube specification. However, they are used
+ by a number of existing Data Cube publications and so we will
+ reference them within our worked examples.</p>
+
+</section>
+
+
+<section id="dsd-example" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-example"><span class="secno">6.3 </span>Example dimensions and measure</h3><p><em>This section is non-normative.</em></p>
+
+<p>Turning to our example data set then we can see there are three dimensions to represent
+ - time period, region (unitary authority) and sex. There is a single
+ (primary) measure which corresponds to the topic of the data set (life expectancy) and
+ encodes a value in years. Hence, we need the following components.</p>
+
+<p><b>Time.</b> There is a suitable predefined concept in the SMDX-COG for this, REF_PERIOD, so
+ we could reuse the corresponding component property <code>sdmx-dimension:refPeriod</code>. However,
+ to represent the time period itself it would be convenient to use the data.gov.uk reference
+ time service and to declare this within the data structure definition.</p>
+
+<div class="example"><div class="example-title"><span>Example 1</span></div><pre class="example">eg:refPeriod a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference period"@en;
+ rdfs:subPropertyOf sdmx-dimension:refPeriod;
+ rdfs:range interval:Interval;
+ qb:concept sdmx-concept:refPeriod . </pre></div>
+
+<p><b>Region.</b> Again there is a suitable COG concept and associated component that
+we can use for this, and again we can customize the range of the component. In this case
+ we can use the Ordnance Survey Administrative Geography Ontology [<cite><a class="bibref" href="#bib-OS-GEO">OS-GEO</a></cite>].</p>
+
+<div class="example"><div class="example-title"><span>Example 2</span></div><pre class="example">eg:refArea a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference area"@en;
+ rdfs:subPropertyOf sdmx-dimension:refArea;
+ rdfs:range admingeo:UnitaryAuthority;
+ qb:concept sdmx-concept:refArea . </pre></div>
+
+<p><b>Sex.</b> In this case we can use the corresponding COG component <code>sdmx-dimension:sex</code>
+ directly, since the default code list for it includes the terms we need.</p>
+
+<p><b>Measure.</b> This property will give the value of each observation.
+ We could use the default <code>smdx-measure:obsValue</code> for this (defining
+ the topic being observed using metadata). However, it can aid readability and processing
+ of the RDF data sets to use a specific measure corresponding to the phenomenon being observed.</p>
+
+<div class="example"><div class="example-title"><span>Example 3</span></div><pre class="example">eg:lifeExpectancy a rdf:Property, qb:MeasureProperty;
+ rdfs:label "life expectancy"@en;
+ rdfs:subPropertyOf sdmx-measure:obsValue;
+ rdfs:range xsd:decimal . </pre></div>
+
+<p><b>Unit measure attribute.</b> The primary measure on its own is a plain decimal value.
+ To correctly interpret this value we need to define what units it is measured in (years in this case).
+ This is defined using attributes which qualify the interpretation of the observed value.
+ Specifically in this example we can use the predefined <code>sdmx-attribute:unitMeasure</code>
+ which in turn corresponds to the COG concept of <code>UNIT_MEASURE</code>. To express
+ the value of this attribute we would typically use a common thesaurus of units of measure.
+ For the sake of this simple example we will use the DBpedia resource <code>http://dbpedia.org/resource/Year</code>
+ which corresponds to the topic of the Wikipedia page on "Years".</p>
+
+<p>This covers the minimal components needed to define the structure of this data set.</p>
+</section>
+
+
+<section id="dsd-dsd" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-dsd"><span class="secno">6.4 </span>ComponentSpecifications and DataStructureDefinitions</h3>
+
+<p>To combine the components into a specification for the structure of this
+ dataset we need to declare a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN"> <s><del>qb:DataStuctureDefinition</del></s><u><ins>qb:DataStructureDefinition</ins></u></a></code>
+ resource which in turn will reference a set of <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code> resources.
+ The <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN"> <s><del>qb:DataStuctureDefinition</del></s><u><ins>qb:DataStructureDefinition</ins></u></a></code> will be reusable across other data sets with the same structure.</p>
+
+<p>In the simplest case the <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code> simply references the
+ corresponding <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> (usually using one of the sub properties
+ <code><a href="#dfn-qb-dimension" class="internalDFN">qb:dimension</a></code>, <code><a href="#dfn-qb-measure" class="internalDFN">qb:measure</a></code> or <code><a href="#dfn-qb-attribute" class="internalDFN">qb:attribute</a></code>).
+ However, it is also possible to qualify the
+ component specification in several ways.</p>
+
+<ul>
+ <li>Attributes may be declared as optional or required. If an
+ attribute is required to be present for every observation then the specification should set
+ <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code>. In the
+ absence of such a declaration an attribute is assumed to be
+ optional. The <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code>
+ declaration may only be applied to component specifications of
+ attributes - measures and dimensions are always required.</li>
+ <li>The components may be ordered by giving an integer value for <code><a href="#dfn-qb-order" class="internalDFN">qb:order</a></code>.
+ This order carries no semantics but can be useful to aid consuming agents in generating
+ appropriate user interfaces. It can also be useful in the publication chain to enable
+ synthesis of appropriate URIs for observations.</li>
+ <li>By default the values of all of the components will be attached to each individual observation,
+ this is called the <em><a href="#dfn-normalized" class="internalDFN">normalized</a></em> representation.
+ This allows such observations to stand alone, so that a SPARQL query to retrieve the observation
+ can immediately locate the attributes which enable the observation to be interpreted. However,
+ it is also permissible to attach attributes to the
+ overall data set, to an intervening slice or to a specific Measure (in the case of multiple measures).
+ This reduces some of the redundancy in the encoding of the instance data. To declare such an
+ abbreviated structure, the <code><a href="#dfn-qb-componentattachment" class="internalDFN">qb:componentAttachment</a></code> property of the specification should
+ reference the class corresponding to the attachment level (e.g. <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> for attributes
+ that will be attached to the overall data set). The classes
+ which can be used as such attachment levels are all subclasses of <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>.</li>
+</ul>
+
+<p>In the case of our running example the dimensions can be usefully ordered. There is only one
+ attribute, the unit measure, and this is required. In the interest of illustrating the vocabulary
+ use we will declare that this attribute will be attached at the level of the data set, however
+ normalized representations are in general easier to query and combine.</p>
+
+<p>So the structure of our example data set (and other similar datasets) can be declared by:</p>
+
+<div class="example"><div class="example-title"><span>Example 4</span></div><pre id="attachment-example" class="example">eg:dsd-le a qb:DataStructureDefinition;
+ # The dimensions
+ qb:component [ qb:dimension eg:refArea; qb:order 1 ];
+ qb:component [ qb:dimension eg:refPeriod; qb:order 2 ];
+ qb:component [ qb:dimension sdmx-dimension:sex; qb:order 3 ];
+ # The measure(s)
+ qb:component [ qb:measure eg:lifeExpectancy];
+ # The attributes
+ qb:component [ qb:attribute sdmx-attribute:unitMeasure;
+ qb:componentRequired "true"^^xsd:boolean;
+ qb:componentAttachment qb:DataSet; ] .</pre></div>
+
+<p>Note that we have given the data structure definition (DSD) a URI since it will be
+ reused across different datasets with the same structure. Similarly the component properties
+ themselves can be reused across different DSDs. However, the component specifications
+ are only useful within the scope of a particular DSD and so we have chosen to represent
+ them using blank nodes.
+</p>
+</section>
+
+
+<section id="dsd-mm" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-mm"><span class="secno">6.5 </span>Handling multiple measures</h3>
+
+<p>Our example data set is relatively simple in having a single observable (in this case "life expectancy")
+ that is being measured. In other data sets there can be multiple measures. These measures
+ may be of similar nature (e.g. a data set on local government performance might provide
+ multiple different performance indicators for each region) or quite different (e.g. a data set
+ on trades might provide quantity, value, weight for each trade).</p>
+
+<p>There are two approaches to representing multiple measures supported by the Data Cube vocabulary.</p>
+
+<p>In the first approach each observation records a single observed value for one measure.
+We introduce an additional dimension whose value indicates the measure being conveyed by
+each observation. This <em>measure dimension</em> approach is the one supported by the SDMX information model. </p>
+
+<p>In the second approach a single observation can provide values for multiple different measures.
+This is particularly appropriate in cases where each of those values relates to a single
+observational event such as a multi-spectral sensor measurement. This <em>multi-measure</em>
+approach is commonly used in applications such as Business Intelligence and OLAP.</p>
+
+<p>The Data Cube vocabulary permits either representation approach to be used though they cannot be mixed
+ within the same data set. </p>
+
+<p>Both representation approaches require
+ that, for every point in the space of dimensions for which there is
+ an observation, a value must be given for every measure. In the
+ case of multi-measure observations each measure must be
+ present on each observation. In cubes which use a measure dimension
+ there are sets of observations for each populated point in the
+ cube and within each of those sets there must be an observation giving each measure.</p>
+
+
+<section id="dsd-mm-obs" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h4 aria-level="3" role="heading" id="h4_dsd-mm-obs"> <s><del>6.5.1</del></s>Multi-measure observations</h4>
+
+<p> This approach allows multiple observed values to be attached
+ to an individual observation. It is suited to representation of things like sensor data and OLAP cubes.
+ To use this representation you simply declare multiple <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code> components
+ in the data structure definition and attach an instance of each property to the observations within
+ the data set.</p>
+
+<p>For example, if we have a set of shipment data containing unit count and total weight for each
+ shipment then we might have a data structure definition such as:</p>
+<div class="example"><div class="example-title"><span>Example 5</span></div><pre class="example">eg:dsd1 a qb:DataStructureDefinition;
+ rdfs:comment "shipments by time (multiple measures approach)"@en;
+ qb:component
+ [ qb:dimension sdmx-dimension:refTime; ],
+ [ qb:measure eg-measure:quantity; ],
+ [ qb:measure eg-measure:weight; ] . </pre></div>
+
+<p>This would correspond to individual observations such as:</p>
+<div class="example"><div class="example-title"><span>Example 6</span></div><pre class="example">eg:dataset1 a qb:DataSet;
+ qb:structure eg:dsd1 .
+
+eg:obs1a a qb:Observation;
+ qb:dataSet eg:dataset1;
+ sdmx-dimension:refTime "2010-07-30"^^xsd:date;
+ eg-measure:weight 1.3 ;
+ eg-measure:quantity 42 ;
+ . </pre></div>
+
+<p>Note that one limitation of the multi-measure approach is that it is not possible to attach
+ an attribute to a single observed value. An attribute attached to the observation instance
+ will apply to the whole observation (e.g. to indicate who made the observation). Attributes
+ can also be attached directly to the <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code> itself (e.g. to indicate
+ the <em>unit of measure</em> for that measure) but that attachment applies to the whole data
+ set (indeed any data set using that measure property) and cannot vary for different observations.
+ For applications where this limitation is a problem then use the <em>measure dimension</em> approach.</p>
+</section>
+
+
+<section id="dsd-mm-dim" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h4 aria-level="3" role="heading" id="h4_dsd-mm-dim"><dfn id="dfn-measure-dimension"> <s><del>6.5.2</del></s>Measure dimension</dfn></h4>
+
+<p>This approach restricts observations to having a single measured value but allows
+ a data set to carry multiple measures by adding an extra dimension, a <em>measure dimension</em>.
+ The value of the measure dimension denotes which particular measure is being conveyed by the
+ observation. This is the representation approach used within SDMX and an extension vocabulary
+ could introduce a sub-class of <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> which enforces
+ such a single-measure restriction.</p>
+
+<p>To use this representation you declare an additional dimension within the data structure
+ definition to play the role of the measure dimension. For use within the Data Cube vocabulary
+ we provide a single distinguished component for this purpose -- <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code>.
+ An extension vocabulary could generalize this through the provision of roles to
+ identify concepts which
+ act as measure types, enabling other measure dimensions to be declared.
+</p>
+
+ <p>
+ In the special case of using <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> as the measure dimension, the set of allowed
+ measures is assumed to be those measures declared within the DSD. There is no need to
+ define a separate code list or enumerated class to duplicate this information.
+ Thus, <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> is a “magic” dimension
+ property with an implicit code list. This notion of an implicit
+ code list for <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> is a small divergence
+ from SDMX usage.</p>
+
+<p>The data structure definition for our above example, using this representation approach, would then be:</p>
+<div class="example"><div class="example-title"><span>Example 7</span></div><pre class="example">eg:dsd2 a qb:DataStructureDefinition;
+ rdfs:comment "shipments by time (measure dimension approach)"@en;
+ qb:component
+ [ qb:dimension sdmx-dimension:refTime; ],
+ [ qb:measure eg-measure:quantity; ],
+ [ qb:measure eg-measure:weight; ],
+ [ qb:dimension qb:measureType; ] . </pre></div>
+
+<p>This would correspond to individual observations such as:</p>
+<div class="example"><div class="example-title"><span>Example 8</span></div><pre class="example">eg:dataset2 a qb:DataSet;
+ qb:structure eg:dsd2 .
+
+eg:obs2a a qb:Observation;
+ qb:dataSet eg:dataset2;
+ sdmx-dimension:refTime "2010-07-30"^^xsd:date;
+ qb:measureType eg-measure:weight ;
+ eg-measure:weight 1.3 .
+
+eg:obs2b a qb:Observation;
+ qb:dataSet eg:dataset2;
+ sdmx-dimension:refTime "30-07-2010"^^xsd:date;
+ qb:measureType eg-measure:quantity ;
+ eg-measure:quantity 42 . </pre></div>
+
+
+<p>Note the duplication of having the measure property show up both as the property that
+ carries the measured value, and as the value of the measure dimension. We accept
+ this duplication as necessary to ensure the uniform cube/dimension mechanism and
+ a uniform way of declaring and using measure properties on all kinds of datasets.</p><p>
+
+</p><p>Those familiar with SDMX should also note that in the RDF representation there is
+ no need for a separate "primary measure" which subsumes each of the individual
+ measures, those individual measures are used directly. Extension vocabularies
+ could address the round-tripping of the SDMX primary measure by use of a
+ separate annotation on the data structure definition.
+</p></section>
+
+</section>
+
+</section>
+
+
+<section id="datasets" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_datasets"><span class="secno">7. </span>Expressing data sets</h2>
+
+<section id="dataset-basic" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dataset-basic"><span class="secno">7.1 </span>Data sets and observations</h3>
+
+<p>A resource representing the entire data set is created and typed as <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> and
+ linked to the corresponding data structure definition via the <code><a href="#dfn-qb-structure" class="internalDFN">qb:structure</a></code> property.</p>
+
+<p><strong>Pitfall</strong>: Note the capitalization of <code>qb:<strong>D</strong>ata<strong>S</strong>et</code>,
+which differs from the capitalization in other vocabularies, such as
+<a href="http://semanticweb.org/wiki/VoiD">void:Dataset</a> and <a href="http://www.w3.org/egov/wiki/Data_Catalog_Vocabulary">dcat:Dataset</a>. This unusual capitalization is chosen for compatibility
+with the SDMX standard. The same applies to the related property <code>qb:data<strong>S</strong>et</code>.</p>
+
+<p>Each observation is represented as an instance of type <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>.
+ In the basic case then values for each of the attributes, dimensions and measurements are attached directly to the observation (remember
+ that these components are all RDF properties). The observation is linked to the containing
+ data set using the <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:dataSet</a></code> property. </p>
+
+<p>Thus for our running example we might expect to have:</p>
+
+<div class="example"><div class="example-title"><span>Example 9</span></div><pre class="example">eg:dataset-le1 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le ;
+ .
+
+eg:o1 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>This <a href="#dfn-normalized" class="internalDFN">normalized</a> structure makes it easy to query and combine data sets
+ but there is some redundancy here. For example, the unit of measure for the
+ life expectancy is uniform across the whole data set and does not change between
+ observations. To cater for situations like this the Data Cube vocabulary allows components
+ to be attached at a high level in the nested structure. Indeed if we re-examine our
+ original Data Structure Declaration we see that we declared the unit of measure to be
+ attached at the data set level. So an shortened version of the example is:</p>
+
+<div class="example"><div class="example-title"><span>Example 10</span></div><pre class="example">eg:dataset-le1 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ .
+
+eg:o1 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>In a data set containing just observations with no intervening structure then each observation
+ must have a complete set of dimension values, along with all the measure values. If the
+ set is structured by using slices then further abbreviation is possible, as discussed
+ in the next section.</p>
+</section>
+
+
+<section id="slices" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_slices"><span class="secno">7.2 </span>Slices and groups of observations</h3>
+
+<p>Slices allow us to group subsets of observations together. This is not intended
+ to represent arbitrary selections from the observations but uniform slices
+ through the cube in which one or more of the dimension values are fixed.</p>
+
+<p>Slices may be used for a number of reasons:</p>
+<ul>
+ <li>to guide consuming applications in how to present the data (e.g. to organize
+ data as a set of time series);</li>
+ <li>to provide an identity (URI) for the slice to enable it to be annotated or externally referenced;</li>
+ <li>to reduce the verbosity of the data set by only stating each fixed dimensional value once.</li>
+</ul>
+
+<p>To illustrate the use of slices let us group the sample data set into geographic series.
+ That will enable us to refer to e.g. "male life expectancy observations for 2004-2006"
+ and guide applications to present a comparative chart across regions. </p>
+
+<p>We first define the structure of the slices we want by associating a "slice key" with the
+ data structure definition. This is done by creating a <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code> to
+ list the component properties (which must be dimensions) which will be fixed in the
+ slice. The key is attached to the DSD using <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:sliceKey</a></code>. For example: </p>
+
+<div class="example"><div class="example-title"><span>Example 11</span></div><pre class="example">eg:sliceByRegion a qb:SliceKey;
+ rdfs:label "slice by region"@en;
+ rdfs:comment "Slice by grouping regions together, fixing sex and time values"@en;
+ qb:componentProperty eg:refPeriod, sdmx-dimension:sex .
+
+eg:dsd-le-slice1 a qb:DataStructureDefinition;
+ qb:component
+ [ qb:dimension eg:refArea; qb:order 1 ],
+ [ qb:dimension eg:refPeriod; qb:order 2 ],
+ [ qb:dimension sdmx-dimension:sex; qb:order 3 ],
+ [ qb:measure eg:lifeExpectancy];
+ [qb:attribute sdmx-attribute:unitMeasure; qb:componentAttachment qb:DataSet; ] ;
+ qb:sliceKey eg:sliceByRegion .</pre></div>
+
+<p>In the instance data then slices are represented by instances of <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> which
+ link to the observations in the slice via <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:observation</a></code> and to the key by means
+ of <code><a href="#dfn-qb-slicestructure" class="internalDFN">qb:sliceStructure</a></code>. Data sets indicate
+ the slices they contain by means of <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:slice</a></code>. Thus in our example we would have:</p>
+
+<div class="example"><div class="example-title"><span>Example 12</span></div><pre class="example">eg:dataset-le2 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le-slice2 ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ qb:slice eg:slice2;
+ .
+
+eg:slice2 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o1b, eg:o2b, eg:o3b, ... .
+
+eg:o1b a qb:Observation;
+ qb:dataSet eg:dataset-le2 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2b a qb:Observation;
+ qb:dataSet eg:dataset-le2 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3b a qb:Observation;
+ qb:dataSet eg:dataset-le2 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>Note that here we are still repeating the dimension values on the individual observations.
+This normalized representation means that a consuming application can still query
+for observed values uniformly without having to first parse the data structure
+definition and search for slice definitions. If it is desired, this redundancy can be reduced
+by declaring different attachment levels for the dimensions. For example:
+</p>
+<div class="example"><div class="example-title"><span>Example 13</span></div><pre class="example">eg:dsd-le-slice3 a qb:DataStructureDefinition;
+ qb:component
+ [ qb:dimension eg:refArea; qb:order 1 ];
+ [ qb:dimension eg:refPeriod; qb:order 2; qb:componentAttachment qb:Slice ];
+ [ qb:dimension sdmx-dimension:sex; qb:order 3; qb:componentAttachment qb:Slice ];
+ [ qb:measure eg:lifeExpectancy];
+ [ qb:attribute sdmx-attribute:unitMeasure; qb:componentAttachment qb:DataSet; ] ;
+ qb:sliceKey eg:sliceByRegion .
+
+eg:dataset-le3 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le-slice3 ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ qb:slice eg:slice3 ;
+ .
+
+eg:slice3 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o1c, eg:o2c, eg:o3c, ... .
+
+eg:o1c a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2c a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3c a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>There are also situations in which a publisher wishes to group a set of observations
+together for ease of access or presentation purposes but where that set is not defined
+by simply fixing a set of dimension values. For example, in
+ representing weather observations it can be desirable to group
+ together the latest observation available from each station even though
+ each observation may have been taken at a different time.
+ For those situations the Data Cube vocabulary supports
+<code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>. A <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code> can contain an arbitrary
+collection of observations. A <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> is a special case of a <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>.
+
+</p></section>
+
+</section>
+
+
+<section id="schemes" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_schemes"><span class="secno">8. </span>Concept schemes and code lists</h2>
+
+<section id="schemes-intro" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-intro"><span class="secno">8.1 </span>Coded values for components properties</h3>
+
+<p>The values for dimensions within a data set must be unambiguously
+ defined. They may be typed values (e.g. <code>xsd:dateTime</code> for time instances)
+ or codes drawn from some code list. Similarly, many attributes
+ used in data sets represent coded values from some controlled term list rather
+ than free text descriptions. In the Data Cube vocabulary such codes are
+ represented by URI references in the usual RDF fashion.</p>
+
+<p>Sometimes
+ appropriate URI sets already exist for the relevant dimensions (e.g. the representations
+ of area and time periods in our running example). In other cases the data set being
+ converted may use controlled terms from some scheme which does not yet have
+ associated URIs. In those cases we recommend use of SKOS, representing
+ the individual code values using <code>skos:Concept</code> and the overall
+ set of admissible values using <code>skos:ConceptScheme</code> or <code>skos:Collection</code>.</p>
+
+<p>We illustrate this with an example drawn from the translation of the SDMX COG
+ code list for gender, as used already in our worked example. The relevant subset of this code list is:</p>
+
+<div class="example"><div class="example-title"><span>Example 14</span></div><pre class="example">sdmx-code:sex a skos:ConceptScheme;
+ skos:prefLabel "Code list for Sex (SEX) - codelist scheme"@en;
+ rdfs:label "Code list for Sex (SEX) - codelist scheme"@en;
+ skos:notation "CL_SEX";
+ skos:note "This code list provides the gender."@en;
+ skos:definition <http://sdmx.org/wp-content/uploads/2009/01/02_sdmx_cog_annex_2_cl_2009.pdf> ;
+ rdfs:seeAlso sdmx-code:Sex ;
+ sdmx-code:sex skos:hasTopConcept sdmx-code:sex-F ;
+ sdmx-code:sex skos:hasTopConcept sdmx-code:sex-M .
+
+sdmx-code:Sex a rdfs:Class, owl:Class;
+ rdfs:subClassOf skos:Concept ;
+ rdfs:label "Code list for Sex (SEX) - codelist class"@en;
+ rdfs:comment "This code list provides the gender."@en;
+ rdfs:seeAlso sdmx-code:sex .
+
+sdmx-code:sex-F a skos:Concept, sdmx-code:Sex;
+ skos:topConceptOf sdmx-code:sex;
+ skos:prefLabel "Female"@en ;
+ skos:notation "F" ;
+ skos:inScheme sdmx-code:sex .
+
+sdmx-code:sex-M a skos:Concept, sdmx-code:Sex;
+ skos:topConceptOf sdmx-code:sex;
+ skos:prefLabel "Male"@en ;
+ skos:notation "M" ;
+ skos:inScheme sdmx-code:sex .</pre></div>
+
+<p><code>skos:prefLabel</code> is used to give a name to the code,
+<code>skos:note</code> gives a description and <code>skos:notation</code> can be used
+to record a short form code which might appear in other serializations.
+The SKOS specification [<cite><a class="bibref" href="#bib-SKOS-REFERENCE">SKOS-REFERENCE</a></cite>] recommends the generation of a custom datatype for
+each use of <code>skos:notation</code> but here the notation is not intended for use
+within RDF encodings, it merely documents the notation used in other representations
+(which do not use such a datatype).</p>
+
+<p>It is convenient and good practice when developing a code list to also
+create a Class to denote all the codes within the code
+list, irrespective of hierarchical structure. This allows the range of an
+<code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> to be defined by using <code>rdfs:range</code>
+which then permits standard RDF closed-world checkers to validate use of the
+code list without requiring custom SDMX-RDF-aware tooling. We do that in the
+above example by using the common convention that the class name is the
+same as that of the concept scheme but with leading upper case.</p>
+
+<p>This code list can then be associated with a coded property, such as a dimension:</p>
+
+<div class="example"><div class="example-title"><span>Example 15</span></div><pre class="example">eg:sex a qb:DimensionProperty, qb:CodedProperty;
+ qb:codeList sdmx-code:sex ;
+ rdfs:range sdmx-code:Sex .</pre></div>
+
+<p>Explicitly declaring the code list using <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code>
+ is not mandatory but can be helpful in those cases where a concept scheme has been defined.</p>
+</section>
+
+<section id="schemes-hierarchy" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-hierarchy"><span class="secno">8.2 </span>Hierarchical code lists</h3>
+
+<p>In some cases code lists have a hierarchical structure. In particular, this is
+used in SDMX when the data cube includes aggregations of data values
+(e.g. aggregating a measure across geographic regions).
+Hierarchical code lists <em class="rfc2119" title="SHOULD"> <s><del>should</del></s><u><ins>SHOULD</ins></u></em> be represented using the
+<code>skos:narrower</code> relationship, or a sub-property of it,
+to link from the <code>skos:hasTopConcept</code>
+codes down through the tree or lattice of child codes.
+In some publishing tool chains the corresponding transitive closure
+<code>skos:narrowerTransitive</code> will be automatically inferred.
+The use of <code>skos:narrower</code> makes it possible to declare new
+concept schemes which extend an existing scheme by adding additional aggregation layers on top.
+All items are linked to the scheme via <code>skos:inScheme</code>.</p>
+</section>
+
+<section id="schemes-hierarchy-nonskos" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-hierarchy-nonskos"><span class="secno">8.3 </span>Non-SKOS hierarchies</h3>
+
+<p>It is sometimes convenient to be able to specify a hierarchical arrangement of
+concepts other than through the use of the SKOS relation <code>skos:narrower</code>.
+There are several situations where this is useful, for example:</p>
+
+<ul>
+<li>In some cases publishers wish to be able to reuse existing reference data as their
+code lists. This particularly occurs where a geographic or admin-geographic hierarchy
+is already maintained by a separate authority but which uses non-SKOS containment or part-of relationships.</li>
+<li>Where such maintained reference data is to be reused there can be multiple hierarchies which relate
+the same codes. In particular a set of geographic entities may participate in both a geographic-containment hierarchy
+and an administrative hierarchy which do not precisely align. </li>
+</ul>
+
+<p>The Data Cube vocabulary supports this situation through the <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> class.
+An instance of <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> defines a set of root concepts in the hierarchy
+(<code><a href="#dfn-qb-hierarchyroot" class="internalDFN">qb:hierarchyRoot</a></code>) and a parent-to-child relationship (<code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code>) which
+links a term in the hierarchy to its immediate sub-terms. </p>
+
+<p>Thus a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>
+is similar to a <code>skos:ConceptScheme</code> in which <code><a href="#dfn-qb-hierarchyroot" class="internalDFN">qb:hierarchyRoot</a></code> plays the same
+role as <code>skos:hasTopConcept</code>, and the value of <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> plays
+the same role as <code>skos:narrower</code>. In the case where a code
+ list is already available as a SKOS concept scheme or collection, or
+ could reasonable me made so, then those <em class="rfc2119" title="SHOULD"> <s><del>should</del></s><u><ins>SHOULD</ins></u></em> be used
+ directly. <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> is provided
+ for cases where the
+terms are not available as SKOS but are available in some other RDF representation suitable for reuse.
+</p>
+
+<p>For example, the Ordnance Survey of Great Britain publishes a geographic hierarchy which has
+eleven roots (European Regions such as Wales, Scotland, the South West) and uses a spatial relations
+ontology to define a containment hierarchy. This could be represented as a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> using the following.</p>
+
+<div class="example"><div class="example-title"><span>Example 16</span></div><pre class="example">@prefix spatial: <http://data.ordnancesurvey.co.uk/ontology/spatialrelations/> .
+
+eg:GBgeoHierarchy a qb:HierarchicalCodeList;
+ rdfs:label "Geographic Hierarchy for Great Britain"@en;
+ qb:hierarchyRoot
+ <http://data.ordnancesurvey.co.uk/id/7000000000041427>, # South West
+ <http://data.ordnancesurvey.co.uk/id/7000000000041426>, # West Midlands
+ <http://data.ordnancesurvey.co.uk/id/7000000000041421>, # South East
+ <http://data.ordnancesurvey.co.uk/id/7000000000041430>, # Yorkshire & the Humber
+ <http://data.ordnancesurvey.co.uk/id/7000000000041423>, # East Midlands
+ <http://data.ordnancesurvey.co.uk/id/7000000000041425>, # Eastern
+ <http://data.ordnancesurvey.co.uk/id/7000000000041428>, # London
+ <http://data.ordnancesurvey.co.uk/id/7000000000041431>, # North West
+ <http://data.ordnancesurvey.co.uk/id/7000000000041422>, # North East
+ <http://data.ordnancesurvey.co.uk/id/7000000000041424>, # Wales
+ <http://data.ordnancesurvey.co.uk/id/7000000000041429>; # Scotland
+ qb:parentChildProperty spatial:contains;
+ .
+
+eg:geoDimension a qb:DimensionProperty ;
+ qb:codeList eg:GBgeoHierarchy .</pre></div>
+
+<p>Note that in some cases the hierarchy to be reused may only have a
+ property relating child concepts to parent concepts. This situation
+ is handled by declaring
+ the <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> to be
+ the <code>owl:inverseOf</code> of the child-to-parent property. For
+ example:</p>
+
+<div class="example"><div class="example-title"><span>Example 17</span></div><pre class="example">@prefix spatial: <http://data.ordnancesurvey.co.uk/ontology/spatialrelations/> .
+
+eg:GBgeoHierarchy a qb:HierarchicalCodeList;
+ qb:parentChildProperty [owl:inverseOf spatial:within] .</pre></div>
+
+<p>Future extensions of Data Cube may support additional sub classes
+ of <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>, for example to
+ declare hierarchies in which each parent is a disjoint union of its children.</p>
+
+</section>
+
+<section id="schemes-aggregation" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-aggregation"><span class="secno">8.4 </span>Aggregation</h3>
+
+<p>The use of SKOS, or non-SKOS, hierarchies makes it possible to publish aggregated
+statistics for the non-leaf concepts in the hierarchy. The Data Cube vocabulary itself imposes
+no constraints on how such aggregation is done. Indeed in statistical applications the
+appropriate statistical corrections to make to aggregated values may be non-trivial and dependent on
+the data and precise analysis methodology. Similarly in other
+ applications such as OLAP a number of different aggregation operators are commonly used.
+</p>
+
+<p>Vocabulary terms to represent the aggregation operations employed within a given dataset, and how one dataset
+might be derived from another, are not supported in this version of the Data Cube specification. This
+area may be addressed by future extensions to Data Cube.</p>
+</section>
+
+</section>
+
+
+<section id="metadata" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_metadata"><span class="secno">9. </span>DataSet metadata</h2>
+
+<p>DataSets should be marked up with metadata to support discovery, presentation and
+ processing. Dublin Core Terms [<cite><a class="bibref" href="#bib-DC11">DC11</a></cite>] <em class="rfc2119" title="SHOULD"> <s><del>should</del></s><u><ins>SHOULD</ins></u></em> be used
+ for representing the key metadata annotations commonly needed for
+ DataSets. The RDFS terms for display label (<code>rdfs:label</code>)
+ descriptive comment (<code>rdfs:comment</code>) <em class="rfc2119" title="SHOULD"> <s><del>should</del></s><u><ins>SHOULD</ins></u></em> be given as
+ well for compatibility with earlier versions of Data Cube and common
+ RDF practice.
+</p>
+
+<p>The recommend core set of metadata terms is:</p>
+<ul>
+ <li><code>dct:title</code></li>
+ <li><code>rdfs:label</code> - may be same as <code>dct:title</code></li>
+ <li><code>dct:description</code></li>
+ <li><code>rdfs:comment</code> - may be same as <code>dct:description</code></li>
+ <li><code>dct:issued</code></li>
+ <li><code>dct:modified</code></li>
+ <li><code>dct:subject</code></li>
+ <li><code>dct:publisher</code></li>
+ <li><code>dct:license</code></li>
+</ul>
+
+<p>Other documents, notably [<cite><a class="bibref" href="#bib-DCAT">DCAT</a></cite>], provide additional
+ recommendations for metadata terms for data sets
+ which may be used for describing Data Cube DataSets.</p>
+
+<section id="metadata-categorization" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_metadata-categorization"><span class="secno">9.1 </span>Categorizing a data set</h3>
+
+<p>Publishers of statistics often categorize their data sets into different statistical
+domains, such as <em>Education</em>, <em>Labour</em>, or <em>Transportation</em>.
+We encourage use of <code>dct:subject</code> to record such a classification of
+a whole data set.
+The classification terms can include coarse grained classifications, such
+as the List of Subject-matter Domains from the SDMX Content-oriented Guidelines,
+and fine grained classifications to support discovery of data sets.</p>
+
+<p>The classification schemes are typically represented using the SKOS vocabulary. For
+convenience the SMDX Subject-matter Domains have been encoded as a SKOS concept scheme
+at <a href="http://purl.org/linked-data/sdmx/2009/subject">http://purl.org/linked-data/sdmx/2009/subject#</a>.</p>
+
+<p>Thus our sample dataset might be marked up by:</p>
+
+<div class="example"><div class="example-title"><span>Example 18</span></div><pre class="example">eg:dataset1 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ dct:title "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:description "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:issued "2010-08-11"^^xsd:date;
+ dct:subject
+ sdmx-subject:3.2 , # regional and small area statistics
+ sdmx-subject:1.4 , # Health
+ ex:wales; # Wales
+ ...</pre></div>
+
+<p>where <code>eg:Wales</code> is a <code>skos:Concept</code> drawn from an appropriate controlled
+vocabulary for places.</p>
+</section>
+
+
+<section id="metadata-publishers" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_metadata-publishers"><span class="secno">9.2 </span>Describing publishers</h3>
+
+<p>The organization that publishes a dataset should be recorded as part of the dataset metadata.
+Again we recommend use of the Dublin Core term <code>dct:publisher</code> for this.
+The organization should be represented as an instance of <code>foaf:Agent</code>, or
+some more specific subclass such as <code>org:Organization</code> [<cite><a class="bibref" href="#bib-ORG">ORG</a></cite>].</p>
+
+<div class="example"><div class="example-title"><span>Example 19</span></div><pre class="example">eg:dataset1 a qb:DataSet;
+ dct:publisher <http://example.com/meta#organization> .
+
+<http://example.com/meta#organization> a org:Organization, foaf:Agent;
+ rdfs:label "Example org" . </pre></div>
+
+<p>Extension vocabularies may provide additional metadata properties and may impose
+ constraints on what metadata must be provided.</p>
+</section>
+
+</section>
+
+<section id="normalize" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_normalize"><span class="secno">10. </span>Abbreviated and normalized data cubes</h2>
+
+<p>In normal form then the <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>s which
+make up a Data Cube have property values for each of the required
+dimensions, attributes and measures as declared in the associated data
+structure definition. This form for a Data Cube is
+termed <em><dfn id="dfn-normalized">normalized</dfn></em>. It is a convenient format for
+querying data and makes it possible to write uniform queries which
+extract sets of observations, including from across multiple
+cubes. However, the verbosity of a fully normalized representation
+incurs overheads in transmission and storage of Data Cubes which may
+be problematic in some settings. Note that abbreviated form is
+ provided as an option and there is requirement that it be used. In
+ many settings standard compression techniques can eliminate much of the
+ overhead of normalized form.
+</p>
+
+<p>To address this the Data Cube vocabulary supports a notion of
+an <em><dfn id="dfn-abbreviated">abbreviated</dfn></em> format in which component
+properties may be <em><dfn id="dfn-attached">attached</dfn></em> to other levels in the
+Data Cube. Specifically they may be attached to
+a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> or <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>.
+In those cases the attached property is taken to be applied to all
+the <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> instances associated with that
+attachment point. For illustration
+see <a href="#attachment-example">example 4</a> in which the unit of
+measure is declared as to be attached to the whole data set and need
+not be repeated for every observation.</p>
+
+<p>It is also possible to attach attributes to a <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>
+ in which case the attribute is intended to apply only to that property and not
+ to the observations in which that property occurs.</p>
+
+<section id="normalize-algorithm" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_normalize-algorithm"><span class="secno">10.1 </span>Normalization algorithm</h3>
+
+<div class="note"><div class="note-title" aria-level="3" role="heading" id="h_note_1"><span>Note</span></div><div class="">
+This section is At Risk. The working group believes this formulation to
+be correct and compatible with earlier versions of the Data Cube vocabulary.
+However as a new addition it has not received as much
+scrutiny as other parts of the specification. If problems are uncovered
+during the Candidate Recommendation process the working group may retract all or part of this section.
+</div></div>
+
+<p>We define these notions by means of a transformation algorithm
+ which can normalize an abbreviated Data Cube. We express this transformation using the SPARQL 1.1
+ Update language [<cite><a class="bibref" href="#bib-sparql11-update"> <s><del>SPARQL-UPDATE-11</del></s><u><ins>sparql11-update</ins></u></a></cite>]. Use of this notation does not imply that
+ the transformation must be implemented this way. Information
+ exchanges using Data Cube may retain data in abbreviated form and
+ use other techniques such as query rewriting to ease access, may
+ implement the normalization algorithm by other means or may handle
+ all data in normalized form or any mix of these.</p>
+
+
+<p>The normalization algorithm comprises two sets of SPARQL Update
+ operations which should be applied in turn to a SPARQL Dataset in which the
+ default graph contains the Data Cube RDF graph to be normalized.</p>
+
+<p>The first update operation performs selective type and property closure
+ operations. These serve two purposes. They ensure
+ that <code>rdf:type</code> assertions on instances
+ of <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> and <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>
+ may be omitted in an abbreviated Data Cube. They also simplify
+ the second set of update operations by expanding
+ the sub properties of <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ (specifically <code><a href="#dfn-qb-dimension" class="internalDFN">qb:dimension</a></code>, <code><a href="#dfn-qb-measure" class="internalDFN">qb:measure</a></code>
+ and <code><a href="#dfn-qb-attribute" class="internalDFN">qb:attribute</a></code>).</p>
+
+<table class="bordered-table">
+ <thead>
+ <tr><th>Phase 1: Type and property closure</th></tr>
+ </thead>
+ <tbody><tr><td>
+<pre>PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX qb: <http://purl.org/linked-data/cube#>
+
+INSERT {
+ ?o rdf:type qb:Observation .
+} WHERE {
+ [] qb:observation ?o .
+};
+
+INSERT {
+ ?o rdf:type qb:Observation .
+ <u><ins>?ds</ins></u> <u><ins>rdf:type</ins></u> <u><ins>qb:DataSet</ins></u> <u><ins>.</ins></u>
+} WHERE {
+ ?o qb:dataSet <s><del>[]</del></s><u><ins>?ds</ins></u> .
+};
+
+INSERT {
+ ?s rdf:type qb:Slice .
+} WHERE {
+ [] qb:slice ?s.
+};
+
+INSERT {
+ ?cs qb:componentProperty ?p .
+ ?p rdf:type qb:DimensionProperty .
+} WHERE {
+ ?cs qb:dimension ?p .
+};
+
+INSERT {
+ ?cs qb:componentProperty ?p .
+ ?p rdf:type qb:MeasureProperty .
+} WHERE {
+ ?cs qb:measure ?p .
+};
+
+INSERT {
+ ?cs qb:componentProperty ?p .
+ ?p rdf:type qb:AttributeProperty .
+} WHERE {
+ ?cs qb:attribute ?p .
+}
+</pre>
+ </td></tr></tbody>
+</table>
+
+
+<p>These closure operations are implied by the RDFS semantics of the
+ Data Cube vocabulary. Data Cube processors <em class="rfc2119" title="MAY"> <s><del>may</del></s><u><ins>MAY</ins></u></em> apply full RDFS
+ closure in place of the update operation defined here.</p>
+
+<p>The second update operation checks the components of the data
+ structure definition of the data set for declared attachment levels.
+ For each of the possible attachments levels it looks for occurrences
+ of that component to be pushed down to the corresponding
+ observations.
+</p>
+
+<table class="bordered-table">
+ <thead>
+ <tr><th>Phase 2: Push down attachment levels</th></tr>
+ </thead>
+ <tbody><tr><td>
+<pre>PREFIX qb: <http://purl.org/linked-data/cube#>
+
+# Dataset attachments
+INSERT {
+ ?obs ?comp ?value
+} WHERE {
+ ?spec qb:componentProperty ?comp ;
+ qb:componentAttachment qb:DataSet .
+ ?dataset qb:structure [qb:component ?spec];
+ ?comp ?value .
+ ?obs qb:dataSet ?dataset.
+};
+
+# Slice attachments
+INSERT {
+ ?obs ?comp ?value
+} WHERE {
+ ?spec qb:componentProperty ?comp;
+ qb:componentAttachment qb:Slice .
+ ?dataset qb:structure [qb:component ?spec];
+ qb:slice ?slice .
+ ?slice ?comp ?value;
+ qb:observation ?obs .
+};
+
+# Dimension values on slices
+INSERT {
+ ?obs ?comp ?value
+} WHERE {
+ ?spec qb:componentProperty ?comp .
+ ?comp a qb:DimensionProperty .
+ ?dataset qb:structure [qb:component ?spec];
+ qb:slice ?slice .
+ ?slice ?comp ?value;
+ qb:observation ?obs .
+}
+</pre>
+ </td></tr></tbody>
+</table>
+
+
+</section>
+
+</section>
+
+<section id="wf" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_wf"><span class="secno">11. </span>Well-formed cubes</h2>
+
+<div class="note"><div class="note-title" aria-level="2" role="heading" id="h_note_2"><span>Note</span></div><div class="">
+This section is At Risk. The working group believes these criteria to
+be correct and compatible with earlier versions of the Data Cube vocabulary.
+However as a new addition they have not received as much
+scrutiny as other parts of the specification. If problems are uncovered
+during the Candidate Recommendation process the working group may retract all or part of this section.
+</div></div>
+
+<p>An instance of an RDF Data Cube should conform to a set of
+ integrity constraints which we define in this section.</p>
+
+<p>A <dfn id="dfn-well-formed">well-formed</dfn> RDF Data Cube is an a RDF graph describing
+ one or more instances of <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> for which
+ each of the integrity checks defined here passes.</p>
+
+<p>A <dfn id="dfn-well-formed-abbreviated">well-formed abbreviated</dfn> RDF Data Cube is an a RDF
+ graph which, when expanded using
+ the <a href="#normalize-algorithm">normalization algorithm</a>,
+ yields a <a href="#dfn-well-formed" class="internalDFN">well-formed</a> RDF Data <s><del>Cube</del></s> <s><del>.</del></s><u><ins>Cube.</ins></u></p>
+
+<section id="wf-rules" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_wf-rules"><span class="secno">11.1 </span>Integrity constraints</h3>
+
+<p>Each integrity constraint is expressed as narrative prose and, where possible, a SPARQL
+ [<cite><a class="bibref" href="#bib-sparql11-query"> <s><del>SPARQL-QUERY-11</del></s><u><ins>sparql11-query</ins></u></a></cite>] ASK query or query template. If the ASK query is applied to an RDF graph then it
+ will return <em>true</em> if that graph contains one or more Data Cube instances which
+ violate the corresponding constraint.
+</p>
+<p>
+ Using SPARQL queries to
+ express the integrity constraints does not imply that integrity
+ checking must be performed this way. Implementations are free
+ to use alternative query formulations or alternative implementation
+ techniques to perform equivalent checks. </p>
+
+<p>Each integrity constraint query assumes the following set of prefix bindings:</p>
+<pre>PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX skos: <http://www.w3.org/2004/02/skos/core#>
+PREFIX qb: <http://purl.org/linked-data/cube#>
+PREFIX xsd: <http://www.w3.org/2001/XMLSchema#>
+PREFIX owl: <http://www.w3.org/2002/07/owl#>
+</pre>
+
+<p>The complete set of constraints is listed below.</p>
+
+<h3 id="ic-0">IC-0. Datatype consistency</h3>
+<p>
+The RDF graph must be consistent under RDF D-entailment [<cite><a class="bibref" href="#bib-RDF-MT">RDF-MT</a></cite>]
+using a datatype map containing all the datatypes used within the graph.
+</p>
+
+<h3 id="ic-1">IC-1. Unique DataSet</h3>
+<p>
+Every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> has exactly one associated <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Check observation has a data set
+ ?obs a qb:Observation .
+ FILTER NOT EXISTS { ?obs qb:dataSet ?dataset1 . }
+ } UNION {
+ # Check has just one data set
+ ?obs a qb:Observation ;
+ qb:dataSet ?dataset1, ?dataset2 .
+ FILTER (?dataset1 != ?dataset2)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-2">IC-2. Unique DSD</h3>
+<p>
+Every <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> has exactly one associated <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Check dataset has a dsd
+ ?dataset a qb:DataSet .
+ FILTER NOT EXISTS { ?dataset qb:structure ?dsd . }
+ } UNION {
+ # Check has just one dsd
+ ?dataset a qb:DataSet ;
+ qb:structure ?dsd1, ?dsd2 .
+ FILTER (?dsd1 != ?dsd2)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-3">IC-3. DSD includes measure</h3>
+<p>
+Every <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> must include at least one declared measure.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dsd a qb:DataStructureDefinition .
+ FILTER NOT EXISTS { ?dsd qb:component [qb:componentProperty [a qb:MeasureProperty]] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-4">IC-4. Dimensions have range</h3>
+<p>
+Every dimension declared in a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> must have a declared <code>rdfs:range</code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dim a qb:DimensionProperty .
+ FILTER NOT EXISTS { ?dim rdfs:range [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-5">IC-5. Concept dimensions have code lists</h3>
+<p>
+Every dimension with range <code>skos:Concept</code> must have a <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dim a qb:DimensionProperty ;
+ rdfs:range skos:Concept .
+ FILTER NOT EXISTS { ?dim qb:codeList [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-6">IC-6. Only attributes may be optional</h3>
+<p>
+The only components of
+a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> that may be marked as
+optional, using <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code> are attributes.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dsd qb:component ?componentSpec .
+ ?componentSpec qb:componentRequired "false"^^xsd:boolean ;
+ qb:componentProperty ?component .
+ FILTER NOT EXISTS { ?component a qb:AttributeProperty }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-7">IC-7. Slice Keys must be declared</h3>
+<p>
+Every <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code> must be associated with a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?sliceKey a qb:SliceKey .
+ FILTER NOT EXISTS { [a qb:DataStructureDefinition] qb:sliceKey ?sliceKey }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-8">IC-8. Slice Keys consistent with DSD</h3>
+<p>
+Every <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code> on a <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code> must also be declared as a <code><a href="#dfn-qb-component" class="internalDFN">qb:component</a></code> of the associated <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?slicekey a qb:SliceKey;
+ qb:componentProperty ?prop .
+ ?dsd qb:sliceKey <s><del>?sliceKey</del></s><u><ins>?slicekey</ins></u> .
+ FILTER NOT EXISTS { ?dsd qb:component [qb:componentProperty ?prop] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-9">IC-9. Unique slice structure</h3>
+<p>
+Each <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> must have exactly one associated <code><a href="#dfn-qb-slicestructure" class="internalDFN">qb:sliceStructure</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Slice has a key
+ ?slice a qb:Slice .
+ FILTER NOT EXISTS { ?slice qb:sliceStructure ?key }
+ } UNION {
+ # Slice has just one key
+ ?slice a qb:Slice ;
+ qb:sliceStructure ?key1, ?key2;
+ FILTER (?key1 != ?key2)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+
+<h3 id="ic-10">IC-10. Slice dimensions complete</h3>
+<p>
+Every <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> must have a value for every dimension declared in its <code><a href="#dfn-qb-slicestructure" class="internalDFN">qb:sliceStructure</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?slice qb:sliceStructure [qb:componentProperty ?dim] .
+ FILTER NOT EXISTS { ?slice ?dim [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-11">IC-11. All dimensions required</h3>
+<p>
+Every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> has a value for each dimension declared in its associated <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty;
+ FILTER NOT EXISTS { ?obs ?dim [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-12">IC-12. No duplicate observations</h3>
+<p>
+No two <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>s in the same <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> may have the same value for all dimensions.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ FILTER( ?allEqual )
+ {
+ # For each pair of observations test if all the dimension values are the same
+ SELECT (MIN(?equal) AS ?allEqual) WHERE {
+ ?obs1 qb:dataSet ?dataset .
+ ?obs2 qb:dataSet ?dataset .
+ FILTER (?obs1 != ?obs2)
+ ?dataset qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty .
+ ?obs1 ?dim ?value1 .
+ ?obs2 ?dim ?value2 .
+ BIND( ?value1 = ?value2 AS ?equal)
+ } GROUP BY ?obs1 ?obs2
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-13">IC-13. Required attributes</h3>
+<p>
+Every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> has a value for each declared attribute that is marked as required.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component ?component .
+ ?component qb:componentRequired "true"^^xsd:boolean ;
+ qb:componentProperty ?attr .
+ FILTER NOT EXISTS { ?obs ?attr [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-14">IC-14. All measures present</h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which does not use a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then each individual <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must have a value for every declared measure.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ # Observation in a non-measureType cube
+ ?obs qb:dataSet/qb:structure ?dsd .
+ FILTER NOT EXISTS { ?dsd qb:component/qb:componentProperty qb:measureType }
+
+ # verify every measure is present
+ ?dsd qb:component/qb:componentProperty ?measure .
+ ?measure a qb:MeasureProperty;
+ FILTER NOT EXISTS { ?obs ?measure [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-15">IC-15. Measure dimension consistent</h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which uses a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then each <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must have a value for the measure corresponding to its given <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ # Observation in a measureType-cube
+ ?obs qb:dataSet/qb:structure ?dsd ;
+ qb:measureType ?measure .
+ ?dsd qb:component/qb:componentProperty qb:measureType .
+ # Must have value for its measureType
+ FILTER NOT EXISTS { ?obs ?measure [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-16">IC-16. Single measure on measure dimension observation</h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which uses a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then each <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must only have a value for one measure (by IC-15 this will be the measure corresponding to its <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code>).
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ # Observation with measureType
+ ?obs qb:dataSet/qb:structure ?dsd ;
+ qb:measureType ?measure ;
+ ?omeasure [] .
+ # Any measure on the observation
+ ?dsd qb:component/qb:componentProperty qb:measureType ;
+ qb:component/qb:componentProperty ?omeasure .
+ ?omeasure a qb:MeasureProperty .
+ # Must be the same as the measureType
+ FILTER (?omeasure != ?measure)
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-17">IC-17. All measures present in measures dimension cube </h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which uses a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then if there is a Observation for some combination of non-measure dimensions then there must be other Observations with the same non-measure dimension values for each of the declared measures.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Count number of other measures found at each point
+ SELECT ?numMeasures (COUNT(?obs2) AS ?count) WHERE {
+ {
+ # Find the DSDs and check how many measures they have
+ SELECT ?dsd (COUNT(?m) AS ?numMeasures) WHERE {
+ ?dsd qb:component/qb:componentProperty ?m.
+ ?m a qb:MeasureProperty .
+ } GROUP BY ?dsd
+ }
+
+ # Observation in measureType cube
+ ?obs1 qb:dataSet/qb:structure ?dsd;
+ qb:dataSet ?dataset ;
+ qb:measureType ?m1 .
+
+ # Other observation at same dimension value
+ ?obs2 qb:dataSet ?dataset ;
+ qb:measureType ?m2 .
+ FILTER NOT EXISTS {
+ ?dsd qb:component/qb:componentProperty ?dim .
+ FILTER (?dim != qb:measureType)
+ ?dim a qb:DimensionProperty .
+ ?obs1 ?dim ?v1 .
+ ?obs2 ?dim ?v2.
+ FILTER (?v1 != ?v2)
+ }
+
+ } GROUP BY ?obs1 ?numMeasures
+ HAVING (?count != ?numMeasures)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-18">IC-18. Consistent data set links</h3>
+<p>
+If a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> D has a <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:slice</a></code> S, and S has an <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:observation</a></code> O, then the <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:dataSet</a></code> corresponding to O must be D.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dataset qb:slice ?slice .
+ ?slice qb:observation ?obs .
+ FILTER NOT EXISTS { ?obs qb:dataSet ?dataset . }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-19">IC-19. Codes from code list</h3>
+<p>
+If a dimension property has a <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code>, then the value of the dimension property on every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must be in the code list.
+</p>
+<p>The following integrity check queries must be applied to an RDF graph which contains the
+definition of the code list as well as the Data Cube to be checked. In the case
+of a <code>skos:ConceptScheme</code> then each concept must be linked to the scheme using
+<code>skos:inScheme</code>. In the case of a <code>skos:Collection</code> then the
+collection must link to each concept (or to nested collections) using <code>skos:member</code>. If the
+collection uses <code>skos:memberList</code> then the entailment of <code>skos:member</code>
+values defined by <a href="http://www.w3.org/TR/2009/REC-skos-reference-20090818/#S36">S36</a>
+in [<cite><a class="bibref" href="#bib-SKOS-REFERENCE">SKOS-REFERENCE</a></cite>] must be materialized before this check is applied. </p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a skos:ConceptScheme .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?v a skos:Concept ; skos:inScheme ?list }
+}
+
+ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a skos:Collection .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?v a skos:Concept . ?list skos:member+ ?v }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-20">IC-20. Codes from hierarchy</h3>
+<p>
+If a dimension property has
+a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> with a
+non-blank <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> then the value of
+that dimension property on every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+must be reachable from a root of the hierarchy using zero or more hops along the <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> links.
+</p>
+<p>
+This check cannot be made by a simple fixed SPARQL query. Instead a
+query template is supplied.
+An instance of the template should be generated
+for each <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> which has an IRI
+value for its <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code>.
+That is for each binding of <code>?p</code> in the following
+instantiation query:</p>
+<pre>SELECT ?p WHERE {
+ ?hierarchy a qb:HierarchicalCodeList ;
+ qb:parentChildProperty ?p .
+ FILTER ( isIRI(?p) )
+}
+</pre>
+
+<p>The template is then instantiated by replacing the
+ string <code>$p</code> by the IRI found by the
+ instantiation query. The template is:</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a qb:HierarchicalCodeList .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?list qb:hierarchyRoot/<$p>* ?v }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-21">IC-21. Codes from hierarchy (inverse)</h3>
+<p>
+If a dimension property has
+a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> with an
+inverse <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> then the value of
+that dimension property on every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+must be reachable from a root of the hierarchy using zero or more hops along the inverse <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> links.
+</p>
+
+<p>
+This check cannot be made by a simple fixed SPARQL query. Instead a
+query template is supplied.
+An instance of the template should be generated
+for each <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> which has a blank-node
+value for its <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code>, with an
+associated inverse property.
+That is for each binding of <code>?p</code> in the following
+instantiation query:</p>
+<pre>SELECT ?p WHERE {
+ ?hierarchy a qb:HierarchicalCodeList;
+ qb:parentChildProperty ?pcp .
+ FILTER( isBlank(?pcp) )
+ ?pcp owl:inverseOf ?p .
+ FILTER( isIRI(?p) )
+}
+</pre>
+
+<p>The template is then instantiated by replacing the
+ string <code>$p</code> by the IRI found by the
+ instantiation query. The template is:</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a qb:HierarchicalCodeList .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?list qb:hierarchyRoot/(^<$p>)* ?v }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+</section>
+
+</section>
+
+<section id="vocab-reference" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_vocab-reference"><span class="secno">12. </span>Vocabulary reference</h2>
+
+
+<section id="reference-datasets" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-datasets"><span class="secno">12.1 </span>DataSets</h3>
+
+<p><em>See Section <a href="#datasets">Expressing data sets</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_DataSet">
+ <em>Class:</em> <code><dfn id="dfn-qb-dataset">qb:DataSet</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>
+ <em>Equivalent to: </em>
+ <code>scovo:Dataset</code>
+ </dt>
+ <dd>Represents a collection of observations, possibly organized into various slices, conforming to some common dimensional structure.</dd>
+</dl>
+</section>
+
+
+<section id="reference-observations" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-observations"><span class="secno">12.2 </span>Observations</h3>
+<p><em>See Section <a href="#datasets">Expressing data sets</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_Observation">
+ <em>Class:</em> <code><dfn id="dfn-qb-observation">qb:Observation</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>
+ <em>Equivalent to: </em>
+ <code>scovo:Item</code>
+ </dt>
+ <dd>A single observation in the cube, may have one or more associated measured values.</dd>
+
+ <dt id="ref_qb_dataSet_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-dataset-1">qb:dataSet</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>
+ )
+ </dt>
+ <dd>Indicates the data set of which this observation is a part.</dd>
+
+ <dt id="ref_qb_observation_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-observation-1">qb:observation</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+ )
+ </dt>
+ <dd>Indicates a observation contained within this slice of the data set.</dd>
+</dl>
+</section>
+
+
+<section id="reference-slices" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-slices"><span class="secno">12.3 </span>Slices</h3>
+<p><em>See Section <a href="#slices">Slices</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_ObservationGroup">
+ <em>Class:</em> <code><dfn id="dfn-qb-observationgroup">qb:ObservationGroup</dfn></code>
+ </dt>
+ <dd>A, possibly arbitrary, group of observations.</dd>
+
+
+ <dt id="ref_qb_Slice">
+ <em>Class:</em> <code><dfn id="dfn-qb-slice">qb:Slice</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>,
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>
+ </dt>
+ <dd>Denotes a subset of a DataSet defined by fixing a subset of the dimensional values, component properties on the Slice.</dd>
+
+ <dt id="ref_qb_slice_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-slice-1">qb:slice</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>;
+ <em>sub property of:</em>
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:observationGroup</a></code>
+ )
+ </dt>
+ <dd>Indicates a subset of a DataSet defined by fixing a subset of the dimensional values.</dd>
+
+ <dt id="ref_qb_observationGroup">
+ <em>Property:</em> <code><dfn id="dfn-qb-observationgroup-1">qb:observationGroup</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>
+ )
+ </dt>
+ <dd>Indicates a group of observations. The domain of this property is left open so that a group may be attached to different resources and need not be restricted to a single DataSet.</dd>
+
+</dl>
+</section>
+
+
+<section id="reference-components" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-components"><span class="secno">12.4 </span>Dimensions, Attributes, Measures</h3>
+<p><em>See Section <a href="#dsd-dimensions">Dimensions, attributes and measures</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_Attachable">
+ <em>Class:</em> <code><dfn id="dfn-qb-attachable">qb:Attachable</dfn></code>
+ </dt>
+ <dd>Abstract superclass for everything that can have attributes and dimensions.</dd>
+
+ <dt id="ref_qb_ComponentProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-componentproperty">qb:ComponentProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code>rdf:Property</code>
+ </dt>
+ <dd>Abstract super-class of all properties representing dimensions, attributes or measures.</dd>
+
+ <dt id="ref_qb_DimensionProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-dimensionproperty">qb:DimensionProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>,
+ <code><a href="#dfn-qb-codedproperty" class="internalDFN">qb:CodedProperty</a></code>
+ </dt>
+ <dd>The class of component properties which represent the dimensions of the cube.</dd>
+
+ <dt id="ref_qb_AttributeProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-attributeproperty">qb:AttributeProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ </dt>
+ <dd>The class of component properties which represent attributes of observations in the cube, e.g. unit of measurement.</dd>
+
+ <dt id="ref_qb_MeasureProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-measureproperty">qb:MeasureProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ </dt>
+ <dd>The class of component properties which represent the measured value of the phenomenon being observed.</dd>
+
+ <dt id="ref_qb_CodedProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-codedproperty">qb:CodedProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ </dt>
+ <dd>Superclass of all coded component properties.</dd>
+</dl>
+</section>
+
+
+<section id="reference-component-properties" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-component-properties"><span class="secno">12.5 </span>Reusable general purpose component properties</h3>
+<p><em>See Section <a href="#dsd-mm-dim">Measure dimensions</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_measureType">
+ <em>Property:</em> <code><dfn id="dfn-qb-measuretype">qb:measureType</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>
+ )
+ </dt>
+ <dd>Generic measure dimension, the value of this dimension indicates which measure (from the set of measures in the DSD) is being given by the observation.</dd>
+</dl>
+</section>
+
+
+<section id="reference-dsd" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-dsd"><span class="secno">12.6 </span>Data Structure Definitions</h3>
+<p><em>See Section <a href="#dsd-dsd">ComponentSpecifications and DataStructureDefinitions</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_DataStructureDefinition">
+ <em>Class:</em> <code><dfn id="dfn-qb-datastructuredefinition">qb:DataStructureDefinition</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ </dt>
+ <dd>Defines the structure of a DataSet or slice.</dd>
+
+ <dt id="ref_qb_structure">
+ <em>Property:</em> <code><dfn id="dfn-qb-structure">qb:structure</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>
+ )
+ </dt>
+ <dd>Indicates the structure to which this data set conforms</dd>
+
+ <dt id="ref_qb_component">
+ <em>Property:</em> <code><dfn id="dfn-qb-component">qb:component</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ )
+ </dt>
+ <dd>Indicates a component specification which is included in the structure of the dataset.</dd>
+</dl>
+</section>
+
+
+<section id="reference-compspec" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-compspec"><span class="secno">12.7 </span>Component specifications - for qualifying component use in a DSD</h3>
+<p><em>See Section <a href="#dsd-dsd">ComponentSpecifications and DataStructureDefinitions</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_ComponentSpecification">
+ <em>Class:</em> <code><dfn id="dfn-qb-componentspecification">qb:ComponentSpecification</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ </dt>
+ <dd>Used to define properties of a component (attribute, dimension etc) which are specific to its usage in a DSD.</dd>
+
+ <dt id="ref_qb_ComponentSet">
+ <em>Class:</em> <code><dfn id="dfn-qb-componentset">qb:ComponentSet</dfn></code>
+ </dt>
+ <dd>Abstract class of things which reference one or more ComponentProperties</dd>
+
+ <dt id="ref_qb_componentProperty_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-componentproperty-1">qb:componentProperty</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ )
+ </dt>
+ <dd>Indicates a ComponentProperty (i.e. attribute/dimension) expected on a DataSet, or a dimension fixed in a SliceKey.</dd>
+
+ <dt id="ref_qb_order">
+ <em>Property:</em> <code><dfn id="dfn-qb-order">qb:order</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ -> <em>Range:</em>
+ <code>xsd:int</code>
+ )
+ </dt>
+ <dd>Indicates a priority order for the components of sets with this structure, used to guide presentations - lower order numbers come before higher numbers, un-numbered components come last.</dd>
+
+ <dt id="ref_qb_componentRequired">
+ <em>Property:</em> <code><dfn id="dfn-qb-componentrequired">qb:componentRequired</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ -> <em>Range:</em>
+ <code>xsd:boolean</code>
+ )
+ </dt>
+ <dd>Indicates whether a component property is required (true) or optional (false) in the context of a DSD. Only applicable
+ to components corresponding to an attribute. Defaults to false (optional).</dd>
+
+ <dt id="ref_qb_componentAttachment">
+ <em>Property:</em> <code><dfn id="dfn-qb-componentattachment">qb:componentAttachment</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ -> <em>Range:</em>
+ <code>rdfs:Class</code>
+ )
+ </dt>
+ <dd>Indicates the level at which the component property should be attached, this might be an qb:DataSet, qb:Slice or qb:Observation, or a qb:MeasureProperty.</dd>
+
+ <dt id="ref_qb_dimension">
+ <em>Property:</em> <code><dfn id="dfn-qb-dimension">qb:dimension</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-dimensionproperty" class="internalDFN">qb:DimensionProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a dimension.</dd>
+
+ <dt id="ref_qb_measure">
+ <em>Property:</em> <code><dfn id="dfn-qb-measure">qb:measure</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a measure.</dd>
+
+ <dt id="ref_qb_attribute">
+ <em>Property:</em> <code><dfn id="dfn-qb-attribute">qb:attribute</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-attributeproperty" class="internalDFN">qb:AttributeProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a attribute.</dd>
+
+ <dt id="ref_qb_measureDimension">
+ <em>Property:</em> <code><dfn id="dfn-qb-measuredimension">qb:measureDimension</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-dimensionproperty" class="internalDFN">qb:DimensionProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a measure dimension.</dd>
+</dl>
+</section>
+
+
+<section id="reference-slice-definitions" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-slice-definitions"><span class="secno">12.8 </span>Slice definitions</h3>
+<p><em>See Section <a href="#slices">Slices</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_SliceKey">
+ <em>Class:</em> <code><dfn id="dfn-qb-slicekey">qb:SliceKey</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ </dt>
+ <dd>Denotes a subset of the component properties of a DataSet which are fixed in the corresponding slices.</dd>
+
+ <dt id="ref_qb_sliceStructure">
+ <em>Property:</em> <code><dfn id="dfn-qb-slicestructure">qb:sliceStructure</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code>
+ )
+ </dt>
+ <dd>Indicates the slice key corresponding to this slice.</dd>
+
+ <dt id="ref_qb_sliceKey_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-slicekey-1">qb:sliceKey</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN"> <s><del>qb:DataSet</del></s><u><ins>qb:DataStructureDefinition</ins></u></a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code>
+ )
+ </dt>
+ <dd>Indicates a slice key which is used for slices in this dataset.</dd>
+</dl>
+</section>
+
+
+<section id="reference-concepts" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-concepts"><span class="secno">12.9 </span>Concepts</h3>
+<p><em>See Section <a href="#schemes">Concept schemes and code lists</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_concept">
+ <em>Property:</em> <code><dfn id="dfn-qb-concept">qb:concept</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ -> <em>Range:</em>
+ <code>skos:Concept</code>
+ )
+ </dt>
+ <dd>Gives the concept which is being measured or indicated by a ComponentProperty.</dd>
+
+ <dt id="ref_qb_codeList">
+ <em>Property:</em> <code><dfn id="dfn-qb-codelist">qb:codeList</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-codedproperty" class="internalDFN">qb:CodedProperty</a></code>
+ -> <em>Range:</em>
+ <code>owl:unionOf(skos:ConceptScheme skos:Collection qb:HierarchicalCodeList)</code>
+ )
+ </dt>
+ <dd>Gives the code list associated with a CodedProperty.</dd>
+</dl></section>
+
+<section id="reference-nonskos-hierarchy" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-nonskos-hierarchy"><span class="secno">12.10 </span>Non-SKOS Hierarchies</h3>
+<p><em>See Section <a href="#schemes-hierarchy-nonskos">Non-SKOS hierarchies</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_HierarchicalCodeList">
+ <em>Class:</em> <code><dfn id="dfn-qb-hierarchicalcodelist">qb:HierarchicalCodeList</dfn></code>
+ </dt>
+ <dd>Represents a generalized hierarchy of concepts which can be used for coding. The hierarchy is defined by one or more roots together with a property which relates concepts in the hierarchy to their child concept . The same concepts may be members of multiple hierarchies provided that different qb:parentChildProperty values are used for each hierarchy.</dd>
+ <dt id="ref_qb_hierarchyRoot">
+ <em>Property:</em> <code><dfn id="dfn-qb-hierarchyroot">qb:hierarchyRoot</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>
+ )
+ </dt>
+ <dd>Specifies a root of the hierarchy. A hierarchy may have multiple roots but must have at least one. </dd>
+
+ <dt id="ref_qb_parentChildProperty">
+ <em>Property:</em> <code><dfn id="dfn-qb-parentchildproperty">qb:parentChildProperty</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>
+ -> <em>Range:</em>
+ <code>rdf:Property</code>
+ )
+ </dt>
+ <dd>Specifies a property which relates a parent concept in the hierarchy to a child concept. Note that a child may have more than one parent.</dd>
+
+</dl>
+</section>
+
+</section>
+
+
+<section id="acknowledgements" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_acknowledgements"><span class="secno">A. </span>Acknowledgements</h2>
+
+<p>This work is based on a collaboration that was initiated in a
+workshop on Publishing statistical datasets in SDMX and the semantic
+web, hosted by ONS in Sunningdale, United Kingdom in February 2010 and
+continued at the ODaF 2010 workshop in Tilburg. The authors would like
+to thank all the participants at those workshops for their input into
+this work but especially Arofan Gregory for his patient
+explanations of SDMX and insight in the need and requirements
+for a core Data Cube representation.</p>
+
+<p>The editors would like to thank John Sheridan for his comments,
+suggestions and support for the original work.</p>
+
+<p>Many individuals provided valuable comments on this specification
+as it made its way through the <abbr title="World Wide Web Consortium">W3C</abbr> process. We would like to
+especially acknowledge the contributions of
+Benedikt Kaempgen, Sarven Capadisli and Curran Kelleher.</p>
+
+</section>
+
+<section id="change-history" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_change-history"><span class="secno">B. </span>Change history </h2>
+
+<p>Changes
+ since <a href="http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/"><abbr title="World Wide Web Consortium">W3C</abbr>
+ <u><ins>Candidate</ins></u> <u><ins>Recommendation</ins></u> <u><ins>25</ins></u> <u><ins>June</ins></u> <u><ins>2013</ins></u></a><u><ins>:</ins></u></p>
+
+<ul>
+ <li><u><ins>Added</ins></u> <u><ins>namespace,</ins></u> <u><ins>and</ins></u> <u><ins>links</ins></u> <u><ins>to</ins></u> <u><ins>vocabulary</ins></u> <u><ins>file,</ins></u> <u><ins>to</ins></u> <u><ins>the</ins></u> <u><ins>Abstract</ins></u> <u><ins>for</ins></u> <u><ins>ease</ins></u> <u><ins>of</ins></u> <u><ins>reference.</ins></u></li>
+ <li><u><ins>Added</ins></u> <u><ins>missing</ins></u> <u><ins>closure</ins></u> <u><ins>rule</ins></u> <u><ins>to</ins></u> <u><ins>infer</ins></u> <code><u><ins>rdf:type</ins></u></code> <u><ins>of</ins></u> <code><a href="#dfn-qb-dataset-1" class="internalDFN"><u><ins>qb:DataSet</ins></u></a></code> <u><ins>from</ins></u>
+ <u><ins>its</ins></u> <u><ins>use</ins></u> <u><ins>in</ins></u> <u><ins>a</ins></u> <code><a href="#dfn-qb-observation-1" class="internalDFN"><u><ins>qb:Observation</ins></u></a></code><u><ins>.</ins></u></li>
+ <li><u><ins>Corrected</ins></u> <u><ins>mis-statement</ins></u> <u><ins>of</ins></u> <u><ins>domain</ins></u> <u><ins>of</ins></u> <code><u><ins>qb:sliceKey</ins></u></code>
+ <u><ins>in</ins></u> <u><ins>the</ins></u> <u><ins>reference</ins></u> <u><ins>section</ins></u> <u><ins>(was</ins></u> <u><ins>correct</ins></u> <u><ins>in</ins></u> <u><ins>the</ins></u> <u><ins>rest</ins></u> <u><ins>of</ins></u> <u><ins>the</ins></u> <u><ins>specification).</ins></u></li>
+ <li><u><ins>Corrected</ins></u> <u><ins>typo</ins></u> <u><ins>in</ins></u> <u><ins>statement</ins></u> <u><ins>of</ins></u> <u><ins>IC-8.</ins></u></li>
+ <li><u><ins>Minor</ins></u> <u><ins>typographical</ins></u> <u><ins>corrections.</ins></u></li>
+ <li><u><ins>Updated</ins></u> <u><ins>references.</ins></u></li>
+</ul>
+
+<p><u><ins>Changes</ins></u>
+ <u><ins>since</ins></u> <a href="http://www.w3.org/TR/2013/WD-vocab-data-cube-20130312/"><abbr title="World Wide Web Consortium"><u><ins>W3C</ins></u></abbr>
+ Last Call Working Draft 12 March 2013</a>:</p>
+
+<ul>
+ <li>Section 1. Modified diagram to clarify that <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> is a sub
+ class of <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code> </li>
+ <li>Section 5.1. Moved description of data set here for greater
+ clarity, was in section 7.</li>
+ <li>Section 6.2. Further clarified the status of COG RDF vocabularies.</li>
+ <li>Example 6.3. Retitled for clarity.</li>
+ <li>Section 6.4, corrected "with multiple observations" to "with
+ multiple measures".</li>
+ <li>Section 6.4. Added mention of <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code> (previously only
+ mentioned in the vocabulary reference).</li>
+ <li>Section 6.5. Rewritten description of handling of multiple
+ measures for greater clarity.</li>
+ <li>Section 6.5.2. Removed reference to "SDMX-in-RDF vocabulary"
+ which is not part of this specification.</li>
+ <li>Section 6.5.2 clarified that the special nature of
+ <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> is a divergence from SDMX.</li>
+ <li>Section 7. Change terminology from "internal and external
+ metadata" to "structural and reference" metadata for compatibility
+ with SDMX terminology.</li>
+ <li>Section 8.2. Clarified that sub properties of <code>skos:narrower</code> may
+ be used.</li>
+ <li>Section 8.3. Removed third bullet on the motivation for
+ <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> (exhaustivity and mutual exclusion).</li>
+ <li>Added reference to SDMX User Guide as additional background context.</li>
+ <li>Added complete example Data Cube as an appendix, providing a
+ link to it from earlier on in the document.
+ </li><li>Section 10. Clarified that abbreviated form is an option, and
+ there is no requirement to use it in place of normalized form.</li>
+ <li>Section 12.2. Corrected domain of <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:observation</a></code> from <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> to
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>, was given correctly in the ontology and text
+ body but was mis-stated in the reference section.</li>
+ <li>References. Updated ORG reference.</li>
+ <li>Various typographical corrections.</li>
+</ul>
+
+<p>Changes since <a href="http://www.w3.org/TR/2012/WD-vocab-data-cube-20120405/"><abbr title="World Wide Web Consortium">W3C</abbr> Working Draft 5 April 2012</a>:</p>
+
+<ul>
+ <li>Added <a href="#wf">section</a> on criteria for well-formed cubes. <a href="http://www.w3.org/2011/gld/track/issues/29">ISSUE-29</a></li>
+ <li>Added <a href="#normalize">section</a> on normalization algorithm
+ for handling abbreviated cubes.</li>
+ <li>Added <a href="#conformance">conformance section</a>.
+ </li><li>Clarified that <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code> is only applicable to
+ attributes and that it defaults to optional.</li>
+ <li>Moved vocabulary reference into the normative body of the specification, adding hyperlinks for all qb: terms.</li>
+ <li>Added <a href="#schemes-hierarchy-nonskos">section</a> on non-skos hierarchies. <a href="http://www.w3.org/2011/gld/track/issues/31">ISSUE-31</a>.</li>
+ <li>Added <a href="#schemes-aggregation">note</a> that aggregation operations and inter-cube relations are out of scope for this version. <a href="http://www.w3.org/2011/gld/track/issues/30">ISSUE-30</a>.</li>
+ <li>Added <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code> as a generalization of <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>. <a href="http://www.w3.org/2011/gld/track/issues/33">ISSUE-33</a>.</li>
+ <li>Removed <code>qb:subSlice</code> as being problematic in how
+ they interact with attachment levels. <a href="http://www.w3.org/2011/gld/track/issues/34">ISSUE-34</a>.</li>
+ <li>Generalized range of <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code> to allow <code>skos:Collection</code>. <a href="http://www.w3.org/2011/gld/track/issues/39">ISSUE-39</a>.</li>
+ <li>Moved namespace definitions to a normative <a href="#namespaces">section</a> within the body of the specification.</li>
+ <li>Moved Jeni Tennison from being listed as an author to being a
+ contributor. </li>
+</ul>
+
+
+</section>
+
+<section id="full-example" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_full-example"><span class="secno">C. </span>Complete example Data Cube</h2>
+
+<p>This is a complete Data Cube encoding of the running example
+ introduced in <a href="#example">section 5.4</a>.
+ It uses the abbreviated format so that it can be concisely
+ presented. It passes all the integrity checks (when the
+ declaration of <code>sdmx-dimension:sex</code> is included
+ from <a href="http://purl.org/linked-data/sdmx/2009/dimension">http://purl.org/linked-data/sdmx/2009/dimension</a>)
+ and so is a well-formed abbreviated Data Cube.
+ </p>
+
+<pre>@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
+@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
+@prefix owl: <http://www.w3.org/2002/07/owl#> .
+@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
+@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
+@prefix void: <http://rdfs.org/ns/void#> .
+@prefix dct: <http://purl.org/dc/terms/> .
+@prefix foaf: <http://xmlns.com/foaf/0.1/> .
+@prefix org: <http://www.w3.org/ns/org#> .
+@prefix admingeo: <http://data.ordnancesurvey.co.uk/ontology/admingeo/> .
+@prefix interval: <http://reference.data.gov.uk/def/intervals/> .
+
+@prefix qb: <http://purl.org/linked-data/cube#> .
+
+@prefix sdmx-concept: <http://purl.org/linked-data/sdmx/2009/concept#> .
+@prefix sdmx-dimension: <http://purl.org/linked-data/sdmx/2009/dimension#> .
+@prefix sdmx-attribute: <http://purl.org/linked-data/sdmx/2009/attribute#> .
+@prefix sdmx-measure: <http://purl.org/linked-data/sdmx/2009/measure#> .
+@prefix sdmx-metadata: <http://purl.org/linked-data/sdmx/2009/metadata#> .
+@prefix sdmx-code: <http://purl.org/linked-data/sdmx/2009/code#> .
+@prefix sdmx-subject: <http://purl.org/linked-data/sdmx/2009/subject#> .
+
+@prefix ex-geo: <http://example.org/geo#> .
+@prefix eg: <http://example.org/ns#> .
+
+# -- Data Set --------------------------------------------
+
+eg:dataset-le3 a qb:DataSet;
+ dct:title "Life expectancy"@en;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:description "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:publisher eg:organization ;
+ dct:issued "2010-08-11"^^xsd:date;
+ dct:subject
+ sdmx-subject:3.2 , # regional and small area statistics
+ sdmx-subject:1.4 , # Health
+ ex-geo:wales; # Wales
+ qb:structure eg:dsd-le3 ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ qb:slice eg:slice1, eg:slice2, eg:slice3, eg:slice4, eg:slice5, eg:slice6 ;
+ .
+
+eg:organization a org:Organization, foaf:Agent;
+ rdfs:label "Example org"@en .
+
+# -- Data structure definition ----------------------------
+
+eg:dsd-le3 a qb:DataStructureDefinition;
+ qb:component
+ # The dimensions
+ [ qb:dimension eg:refArea; qb:order 1 ],
+ [ qb:dimension eg:refPeriod; qb:order 2; qb:componentAttachment qb:Slice ],
+ [ qb:dimension sdmx-dimension:sex; qb:order 3; qb:componentAttachment qb:Slice ];
+
+ # The measure(s)
+ qb:component [ qb:measure eg:lifeExpectancy];
+
+ # The attributes
+ qb:component [ qb:attribute sdmx-attribute:unitMeasure;
+ qb:componentRequired "true"^^xsd:boolean;
+ qb:componentAttachment qb:DataSet; ] ;
+
+ # slices
+ qb:sliceKey eg:sliceByRegion ;
+ .
+
+eg:sliceByRegion a qb:SliceKey;
+ rdfs:label "slice by region"@en;
+ rdfs:comment "Slice by grouping regions together, fixing sex and time values"@en;
+ qb:componentProperty eg:refPeriod, sdmx-dimension:sex ;
+ .
+
+# -- Dimensions and measures ----------------------------
+
+eg:refPeriod a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference period"@en;
+ rdfs:subPropertyOf sdmx-dimension:refPeriod;
+ rdfs:range interval:Interval;
+ qb:concept sdmx-concept:refPeriod ;
+ .
+
+
+eg:refArea a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference area"@en;
+ rdfs:subPropertyOf sdmx-dimension:refArea;
+ rdfs:range admingeo:UnitaryAuthority;
+ qb:concept sdmx-concept:refArea ;
+ .
+
+eg:lifeExpectancy a rdf:Property, qb:MeasureProperty;
+ rdfs:label "life expectancy"@en;
+ rdfs:subPropertyOf sdmx-measure:obsValue;
+ rdfs:range xsd:decimal ;
+ .
+
+# -- Observations -----------------------------------------
+
+# Column 1
+
+eg:slice1 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o11, eg:o12, eg:o13, eg:o14 ;
+ .
+
+eg:o11 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o12 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o13 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+eg:o14 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 75.5 ;
+ .
+
+# Column 2
+
+eg:slice2 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-F ;
+ qb:observation eg:o21, eg:o22, eg:o23, eg:o24 ;
+ .
+
+eg:o21 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 80.7 ;
+ .
+
+eg:o22 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 83.3 ;
+ .
+
+eg:o23 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 81.3 ;
+ .
+
+eg:o24 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 79.1 ;
+ .
+
+# Column 3
+
+eg:slice3 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2005-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o31, eg:o32, eg:o33, eg:o34 ;
+ .
+
+eg:o31 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 77.1 ;
+ .
+
+eg:o32 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.6 ;
+ .
+
+eg:o33 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.5 ;
+ .
+
+eg:o34 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 75.5 ;
+ .
+
+# Column 4
+
+eg:slice4 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2005-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-F ;
+ qb:observation eg:o41, eg:o42, eg:o43, eg:o44 ;
+ .
+
+eg:o41 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 80.9 ;
+ .
+
+eg:o42 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 83.7 ;
+ .
+
+eg:o43 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 81.5 ;
+ .
+
+eg:o44 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 79.4 ;
+ .
+
+# Column 5
+
+eg:slice5 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2006-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o51, eg:o52, eg:o53, eg:o54 ;
+ .
+
+eg:o51 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 77.0 ;
+ .
+
+eg:o52 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o53 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+eg:o54 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 74.9 ;
+ .
+
+# Column 6
+
+eg:slice6 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2006-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-F ;
+ qb:observation eg:o61, eg:o62, eg:o63, eg:o64 ;
+ .
+
+eg:o61 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 81.5 ;
+ .
+
+eg:o62 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 83.4 ;
+ .
+
+eg:o63 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 81.7 ;
+ .
+
+eg:o64 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 79.6 ;
+ .
+</pre>
+
+</section>
+
+<section id="references_section" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+</section>
+
+
+
+<section id="references" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><!--OddPage--><h2 aria-level="1" role="heading" id="h2_references"><span class="secno">D. </span>References</h2><section id="normative-references" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h3 aria-level="2" role="heading" id="h3_normative-references"><span class="secno">D.1 </span>Normative references</h3><dl class="bibliography" about=""><dt id="bib-DC11">[DC11]</dt><dd rel="dcterms:requires">Dublin Core metadata initiative. <a href="http://dublincore.org/documents/dcmi-terms/"><cite>Dublin Core metadata element set, version <s><del>1.1.</del></s><u><ins>1.1</ins></u></cite></a><u><ins>.</ins></u> July 1999. Dublin Core recommendation. URL: <a href="http://dublincore.org/documents/dcmi-terms/">http://dublincore.org/documents/dcmi-terms/</a>
+</dd><dt id="bib-OWL2-PRIMER">[OWL2-PRIMER]</dt><dd rel="dcterms:requires">Pascal Hitzler; Markus Krötzsch; Bijan Parsia; Peter <s><del>F.</del></s>Patel-Schneider; Sebastian Rudolph. <a href="http://www.w3.org/TR/owl2-primer/"><cite>OWL 2 Web Ontology <s><del>Language:Primer.</del></s> <s><del>27</del></s> <s><del>October</del></s> <s><del>2009.</del></s><u><ins>Language</ins></u> <u><ins>Primer</ins></u> <u><ins>(Second</ins></u> <u><ins>Edition)</ins></u></cite></a><u><ins>.</ins></u> <u><ins>11</ins></u> <u><ins>December</ins></u> <u><ins>2012.</ins></u> W3C Recommendation. URL: <a href="http://www.w3.org/TR/owl2-primer/"> <s><del>http://www.w3.org/TR/2009/REC-owl2-primer-20091027/</del></s><u><ins>http://www.w3.org/TR/owl2-primer/</ins></u></a>
+</dd><dt id="bib-RDF-CONCEPTS">[RDF-CONCEPTS]</dt><dd rel="dcterms:requires">Graham Klyne; Jeremy <s><del>J.</del></s>Carroll. <a href="http://www.w3.org/TR/rdf-concepts/"><cite>Resource Description Framework (RDF): Concepts and Abstract <s><del>Syntax.</del></s><u><ins>Syntax</ins></u></cite></a><u><ins>.</ins></u> 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-concepts/"> <s><del>http://www.w3.org/TR/2004/REC-rdf-concepts-20040210</del></s><u><ins>http://www.w3.org/TR/rdf-concepts/</ins></u></a>
+</dd><dt id="bib-RDF-MT">[RDF-MT]</dt><dd rel="dcterms:requires">Patrick Hayes. <a href="http://www.w3.org/TR/rdf-mt/"><cite>RDF <s><del>Semantics.</del></s><u><ins>Semantics</ins></u></cite></a><u><ins>.</ins></u> 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-mt/"> <s><del>http://www.w3.org/TR/2004/REC-rdf-mt-20040210</del></s><u><ins>http://www.w3.org/TR/rdf-mt/</ins></u></a>
+</dd><dt id="bib-RDF-PRIMER">[RDF-PRIMER]</dt><dd rel="dcterms:requires">Frank Manola; Eric Miller. <a href="http://www.w3.org/TR/rdf-primer/"><cite>RDF <s><del>Primer.</del></s><u><ins>Primer</ins></u></cite></a><u><ins>.</ins></u> 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-primer/"> <s><del>http://www.w3.org/TR/2004/REC-rdf-primer-20040210/</del></s><u><ins>http://www.w3.org/TR/rdf-primer/</ins></u></a>
+</dd><dt id="bib-RDF-SCHEMA">[RDF-SCHEMA]</dt><dd rel="dcterms:requires">Dan Brickley; Ramanathan <s><del>V.</del></s>Guha. <a href="http://www.w3.org/TR/rdf-schema"><cite>RDF Vocabulary Description Language 1.0: RDF <s><del>Schema.</del></s><u><ins>Schema</ins></u></cite></a><u><ins>.</ins></u> 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-schema"> <s><del>http://www.w3.org/TR/2004/REC-rdf-schema-20040210</del></s><u><ins>http://www.w3.org/TR/rdf-schema</ins></u></a>
+</dd><dt id="bib-RFC2119">[RFC2119]</dt><dd rel="dcterms:requires">S. Bradner. <a href="http://www.ietf.org/rfc/rfc2119.txt"><cite>Key words for use in RFCs to Indicate Requirement Levels.</cite></a> March 1997. Internet RFC 2119. URL: <a href="http://www.ietf.org/rfc/rfc2119.txt">http://www.ietf.org/rfc/rfc2119.txt</a>
+</dd><dt id="bib-SKOS-REFERENCE">[SKOS-REFERENCE]</dt><dd rel="dcterms:requires"> <s><del>Sean</del></s> <s><del>Bechhofer;</del></s>Alistair <s><del>Miles.</del></s><u><ins>Miles;</ins></u> <u><ins>Sean</ins></u> <u><ins>Bechhofer.</ins></u> <a href="http://www.w3.org/TR/skos-reference"><cite>SKOS Simple Knowledge Organization System <s><del>Reference.</del></s><u><ins>Reference</ins></u></cite></a><u><ins>.</ins></u> 18 August 2009. W3C Recommendation. URL: <a href="http://www.w3.org/TR/skos-reference"> <s><del>http://www.w3.org/TR/2009/REC-skos-reference-20090818/</del></s> <s><del>[SPARQL-QUERY-11]</del></s> <s><del>Steve</del></s><u><ins>http://www.w3.org/TR/skos-reference</ins></u></a>
+</dd><dt id="bib-sparql11-query"><u><ins>[sparql11-query]</ins></u></dt><dd rel="dcterms:requires"><u><ins>Steven</ins></u> Harris; Andy Seaborne. <a href="http://www.w3.org/TR/sparql11-query/"><cite>SPARQL 1.1 Query Language</cite></a> <s><del>8</del></s> <s><del>November</del></s> <s><del>2012.</del></s><u><ins>.</ins></u> <u><ins>21</ins></u> <u><ins>March</ins></u> <u><ins>2013.</ins></u> W3C <s><del>Proposed</del></s>Recommendation. URL: <a href="http://www.w3.org/TR/sparql11-query/"> <s><del>http://www.w3.org/TR/2012/PR-sparql11-query-20121108/</del></s> <s><del>[SPARQL-UPDATE-11]</del></s><u><ins>http://www.w3.org/TR/sparql11-query/</ins></u></a>
+</dd><dt id="bib-sparql11-update"><u><ins>[sparql11-update]</ins></u></dt><dd rel="dcterms:requires">Paul Gearon; Alexandre Passant; Axel Polleres. <a href="http://www.w3.org/TR/sparql11-update/"><cite>SPARQL 1.1 Update</cite></a> <s><del>8</del></s> <s><del>November</del></s> <s><del>2012.</del></s><u><ins>.</ins></u> <u><ins>21</ins></u> <u><ins>March</ins></u> <u><ins>2013.</ins></u> W3C <s><del>Proposed</del></s>Recommendation. URL: <a href="http://www.w3.org/TR/sparql11-update/"> <s><del>http://www.w3.org/TR/2012/PR-sparql11-update-20121108/</del></s> <s><del>[TURTLE-TR]</del></s><u><ins>http://www.w3.org/TR/sparql11-update/</ins></u></a>
+</dd><dt id="bib-turtle"><u><ins>[turtle]</ins></u></dt><dd rel="dcterms:requires">Eric <s><del>Prud'hommeaux,</del></s><u><ins>Prud'hommeaux;</ins></u> Gavin Carothers. <a href="http://www.w3.org/TR/turtle/"><cite> <s><del>Turtle:</del></s> <s><del>Terse</del></s> <s><del>RDF</del></s> <s><del>Triple</del></s> <s><del>Language.</del></s><u><ins>Turtle</ins></u></cite></a><u><ins>.</ins></u> 19 February 2013. W3C Candidate Recommendation. URL: <a href="http://www.w3.org/TR/turtle/"> <s><del>http://www.w3.org/TR/2013/CR-turtle-20130219/</del></s><u><ins>http://www.w3.org/TR/turtle/</ins></u></a>
+</dd></dl></section><section id="informative-references" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h3 aria-level="2" role="heading" id="h3_informative-references"><span class="secno">D.2 </span>Informative references</h3><dl class="bibliography" about=""><dt id="bib-COG">[COG]</dt><dd rel="dcterms:references">SDMX Contnent Oriented Guidelines, <a href="http://sdmx.org/?page_id=11">http://sdmx.org/?page_id=11</a>
+</dd><dt id="bib-DCAT">[DCAT]</dt><dd rel="dcterms:references">Fadi Maali; John <s><del>Erickson;</del></s> <s><del>Phil</del></s> <s><del>Archer.</del></s><u><ins>Erickson.</ins></u> <a href="http://www.w3.org/TR/vocab-dcat/"><cite>Data Catalog Vocabulary (DCAT)</cite></a><u><ins>.</ins></u> W3C <s><del>Working</del></s> <s><del>Draft.</del></s> <s><del>12</del></s> <s><del>March</del></s><u><ins>Candidate</ins></u> <u><ins>Recommendation.</ins></u> <u><ins>5</ins></u> <u><ins>November</ins></u> 2013. URL: <a href="http://www.w3.org/TR/vocab-dcat/">http://www.w3.org/TR/vocab-dcat/</a>
+</dd><dt id="bib-FOAF">[FOAF]</dt><dd rel="dcterms:references">Dan Brickley, Libby Miller. <a href="http://xmlns.com/foaf/spec/"><cite>FOAF Vocabulary Specification 0.98.</cite></a> 9 August 2010. URL: <a href="http://xmlns.com/foaf/spec/">http://xmlns.com/foaf/spec/</a>
+</dd><dt id="bib-LOD">[LOD]</dt><dd rel="dcterms:references">Linked Data, <a href="http://linkeddata.org/">http://linkeddata.org/</a>
+</dd><dt id="bib-OLAP">[OLAP]</dt><dd rel="dcterms:references">Online Analytical Processing Data Cubes, <a href="http://en.wikipedia.org/wiki/OLAP_cube">http://en.wikipedia.org/wiki/OLAP_cube</a>
+</dd><dt id="bib-ORG">[ORG]</dt><dd rel="dcterms:references">Dave Reynolds. <a href="http://www.w3.org/TR/vocab-org/"><cite>The Organzation Ontology</cite></a><u><ins>.</ins></u> 25 June 2013. W3C Candidate Recommendation. URL: <a href="http://www.w3.org/TR/vocab-org/">http://www.w3.org/TR/vocab-org/</a>
+</dd><dt id="bib-OS-GEO">[OS-GEO]</dt><dd rel="dcterms:references">Ordnance Survey Administrative Geography Ontology, <a href="http://data.ordnancesurvey.co.uk/ontology/admingeo/">http://data.ordnancesurvey.co.uk/ontology/admingeo/</a>
+</dd><dt id="bib-SCOVO">[SCOVO]</dt><dd rel="dcterms:references">The Statistical Core Vocabulary, <a href="http://sw.joanneum.at/scovo/schema.html">http://sw.joanneum.at/scovo/schema.html</a><br>SCOVO: Using Statistics on the Web of data, <a href="http://sw-app.org/pub/eswc09-inuse-scovo.pdf">http://sw-app.org/pub/eswc09-inuse-scovo.pdf</a>
+</dd><dt id="bib-SDMX-GUIDE">[SDMX-GUIDE]</dt><dd rel="dcterms:references">SDMX User Guide, Version 2009.1, January 2009. Statistical Data and Metadata Exchange Initiative. URL: <a href="http://sdmx.org/wp-content/uploads/2009/02/sdmx-userguide-version2009-1-71.pdf">http://sdmx.org/wp-content/uploads/2009/02/sdmx-userguide-version2009-1-71.pdf</a>
+</dd><dt id="bib-SDMX20">[SDMX20]</dt><dd rel="dcterms:references">SDMX Information Model: UML Conceptual Design (Version 2.0), November 2005, Statistical Data and Metadata Exchange Initiative. URL: <a href="http://sdmx.org/docs/2_0/SDMX_2_0%20SECTION_02_InformationModel.pdf">http://sdmx.org/docs/2_0/SDMX_2_0%20SECTION_02_InformationModel.pdf</a>
+</dd><dt id="bib-SKOS-PRIMER">[SKOS-PRIMER]</dt><dd rel="dcterms:references">Antoine Isaac; Ed Summers. <a href="http://www.w3.org/TR/skos-primer"><cite>SKOS Simple Knowledge Organization System <s><del>Primer.</del></s><u><ins>Primer</ins></u></cite></a><u><ins>.</ins></u> 18 August 2009. W3C Note. URL: <a href="http://www.w3.org/TR/skos-primer"> <s><del>http://www.w3.org/TR/2009/NOTE-skos-primer-20090818/</del></s> <s><del>[VOID]</del></s><u><ins>http://www.w3.org/TR/skos-primer</ins></u></a>
+</dd><dt id="bib-void"><u><ins>[void]</ins></u></dt><dd rel="dcterms:references">Keith Alexander; Richard Cyganiak; Michael Hausenblas; Jun Zhao. <a href="http://www.w3.org/TR/void/"><cite>Describing Linked Datasets with the VoID Vocabulary</cite></a> <s><del>03</del></s><u><ins>.</ins></u> <u><ins>3</ins></u> March 2011. <s><del>Interest</del></s> <s><del>Group</del></s><u><ins>W3C</ins></u> Note. URL: <a href="http://www.w3.org/TR/void/">http://www.w3.org/TR/void/</a>
+</dd></dl></section></section></body></html>
\ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/data-cube/static-pr.html Thu Nov 21 17:18:18 2013 +0000
@@ -0,0 +1,3376 @@
+<!DOCTYPE html>
+<html lang="en" typeof="bibo:Document w3p:PR" about="" property="dcterms:language" content="en">
+<head>
+ <title>The RDF Data Cube Vocabulary</title>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <!-- <script type="text/javascript" src="../respec/gld-bib.js" class="remove"></script> -->
+
+ <style type="text/css">
+.todo { background-color: #fdd; border: 1px solid #800; margin: 1em 0em; padding: 1em; page-break-inside: avoid ; font-style: italic; }
+.todo:before { content: 'TODO: '; }
+.spare-table { border-collapse: collapse; margin-left: 5ex; }
+.spare-table thead { border-bottom: black 1px solid; }
+.spare-table td { padding-left: 1em; padding-right: 1em; }
+.spare-table td + td { border-left: black 1px solid; padding-left: 1em; padding-right: 1em; }
+.spare-table th + th { border-left: black 1px solid; }
+dl.vocab_reference dt { margin-top: 1em; }
+.bordered-table { border: black 1px solid;}
+.bordered-table th { border-bottom: black 1px solid;}
+.bordered-table td { padding-right: 1em; background: #fcfaee }
+table#example-data { border: black 1px solid; border-collapse:collapse; border-spacing: 0; }
+table#example-data td { border: black 1px solid; padding: 3px; text-align: right; }
+ </style>
+<style>/*****************************************************************
+ * ReSpec 3 CSS
+ * Robin Berjon - http://berjon.com/
+ *****************************************************************/
+
+/* --- INLINES --- */
+em.rfc2119 {
+ text-transform: lowercase;
+ font-variant: small-caps;
+ font-style: normal;
+ color: #900;
+}
+
+h1 acronym, h2 acronym, h3 acronym, h4 acronym, h5 acronym, h6 acronym, a acronym,
+h1 abbr, h2 abbr, h3 abbr, h4 abbr, h5 abbr, h6 abbr, a abbr {
+ border: none;
+}
+
+dfn {
+ font-weight: bold;
+}
+
+a.internalDFN {
+ color: inherit;
+ border-bottom: 1px solid #99c;
+ text-decoration: none;
+}
+
+a.externalDFN {
+ color: inherit;
+ border-bottom: 1px dotted #ccc;
+ text-decoration: none;
+}
+
+a.bibref {
+ text-decoration: none;
+}
+
+cite .bibref {
+ font-style: normal;
+}
+
+code {
+ color: #ff4500;
+}
+
+/* --- TOC --- */
+.toc a, .tof a {
+ text-decoration: none;
+}
+
+a .secno, a .figno {
+ color: #000;
+}
+
+ul.tof, ol.tof {
+ list-style: none outside none;
+}
+
+.caption {
+ margin-top: 0.5em;
+ font-style: italic;
+}
+
+/* --- TABLE --- */
+table.simple {
+ border-spacing: 0;
+ border-collapse: collapse;
+ border-bottom: 3px solid #005a9c;
+}
+
+.simple th {
+ background: #005a9c;
+ color: #fff;
+ padding: 3px 5px;
+ text-align: left;
+}
+
+.simple th[scope="row"] {
+ background: inherit;
+ color: inherit;
+ border-top: 1px solid #ddd;
+}
+
+.simple td {
+ padding: 3px 10px;
+ border-top: 1px solid #ddd;
+}
+
+.simple tr:nth-child(even) {
+ background: #f0f6ff;
+}
+
+/* --- DL --- */
+.section dd > p:first-child {
+ margin-top: 0;
+}
+
+.section dd > p:last-child {
+ margin-bottom: 0;
+}
+
+.section dd {
+ margin-bottom: 1em;
+}
+
+.section dl.attrs dd, .section dl.eldef dd {
+ margin-bottom: 0;
+}
+</style><style>/* --- EXAMPLES --- */
+div.example-title {
+ min-width: 7.5em;
+ color: #b9ab2d;
+}
+div.example-title span {
+ text-transform: uppercase;
+}
+aside.example, div.example, div.illegal-example {
+ padding: 0.5em;
+ margin: 1em 0;
+ position: relative;
+ clear: both;
+}
+div.illegal-example { color: red }
+div.illegal-example p { color: black }
+aside.example, div.example {
+ padding: .5em;
+ border-left-width: .5em;
+ border-left-style: solid;
+ border-color: #e0cb52;
+ background: #fcfaee;
+}
+
+aside.example div.example {
+ border-left-width: .1em;
+ border-color: #999;
+ background: #fff;
+}
+aside.example div.example div.example-title {
+ color: #999;
+}
+</style><style>/* --- ISSUES/NOTES --- */
+div.issue-title, div.note-title {
+ padding-right: 1em;
+ min-width: 7.5em;
+ color: #b9ab2d;
+}
+div.issue-title { color: #e05252; }
+div.note-title { color: #2b2; }
+div.issue-title span, div.note-title span {
+ text-transform: uppercase;
+}
+div.note, div.issue {
+ margin-top: 1em;
+ margin-bottom: 1em;
+}
+.note > p:first-child, .issue > p:first-child { margin-top: 0 }
+.issue, .note {
+ padding: .5em;
+ border-left-width: .5em;
+ border-left-style: solid;
+}
+div.issue, div.note {
+ padding: 1em 1.2em 0.5em;
+ margin: 1em 0;
+ position: relative;
+ clear: both;
+}
+span.note, span.issue { padding: .1em .5em .15em; }
+
+.issue {
+ border-color: #e05252;
+ background: #fbe9e9;
+}
+.note {
+ border-color: #52e052;
+ background: #e9fbe9;
+}
+
+
+</style><link rel="stylesheet" href="https://www.w3.org/StyleSheets/TR/W3C-PR"><!--[if lt IE 9]><script src='https://www.w3.org/2008/site/js/html5shiv.js'></script><![endif]--></head>
+
+<body class="h-entry" style="" role="document" id="respecDocument"><div class="head" role="contentinfo" id="respecHeader">
+ <p>
+
+ <a href="http://www.w3.org/"><img width="72" height="48" src="https://www.w3.org/Icons/w3c_home" alt="W3C"></a>
+
+ </p>
+ <h1 class="title p-name" id="title" property="dcterms:title">The RDF Data Cube Vocabulary</h1>
+
+ <h2 property="dcterms:issued" datatype="xsd:dateTime" content="2013-11-21T17:14:36.000Z" id="w3c-proposed-recommendation-21-november-2013"><abbr title="World Wide Web Consortium">W3C</abbr> Proposed Recommendation <time class="dt-published" datetime="2013-11-21">21 November 2013</time></h2>
+ <dl>
+
+ <dt>This version:</dt>
+ <dd><a class="u-url" href="http://www.w3.org/TR/2013/PR-vocab-data-cube-20131121/">http://www.w3.org/TR/2013/PR-vocab-data-cube-20131121/</a></dd>
+ <dt>Latest published version:</dt>
+ <dd><a href="http://www.w3.org/TR/vocab-data-cube/">http://www.w3.org/TR/vocab-data-cube/</a></dd>
+
+
+ <dt>Latest editor's draft:</dt>
+ <dd><a href="https://dvcs.w3.org/hg/gld/raw-file/default/data-cube/index.html">https://dvcs.w3.org/hg/gld/raw-file/default/data-cube/index.html</a></dd>
+
+
+
+ <dt>Implementation report:</dt>
+ <dd><a href="http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations">http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations</a></dd>
+
+
+
+ <dt>Previous version:</dt>
+ <dd><a rel="dcterms:replaces" href="http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/">http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/</a></dd>
+
+
+ <dt>Editors:</dt>
+ <dd class="p-author h-card vcard" rel="bibo:editor" inlist=""><span typeof="foaf:Person"><a class="u-url url p-name fn" rel="foaf:homepage" property="foaf:name" content="Richard Cyganiak" href="http://richard.cyganiak.de/">Richard Cyganiak</a>, <a rel="foaf:workplaceHomepage" class="p-org org h-org h-card" href="http://www.deri.ie/">DERI, NUI Galway</a></span>
+</dd>
+<dd class="p-author h-card vcard" rel="bibo:editor" inlist=""><span typeof="foaf:Person"><span property="foaf:name" class="p-name fn">Dave Reynolds</span>, <a rel="foaf:workplaceHomepage" class="p-org org h-org h-card" href="http://www.epimorphics.com/">Epimorphics Ltd</a></span>
+</dd>
+
+
+
+
+
+ <dt>Contributors:</dt>
+
+
+
+ <dd>
+ <a href="http://www.jenitennison.com/blog/">
+ Jeni Tennison
+ </a>
+ </dd>
+
+
+
+
+
+
+ </dl>
+
+
+ <p>
+
+ This document is also available in this non-normative format:
+
+ <a rel="alternate" href="diff-20130801.html">diff to previous version</a>
+ </p>
+
+
+
+
+ <p class="copyright">
+ <a href="http://www.w3.org/Consortium/Legal/ipr-notice#Copyright">Copyright</a> ©
+ 2012-2013
+
+ <a href="http://www.w3.org/"><abbr title="World Wide Web Consortium">W3C</abbr></a><sup>®</sup>
+ (<a href="http://www.csail.mit.edu/"><abbr title="Massachusetts Institute of Technology">MIT</abbr></a>,
+ <a href="http://www.ercim.eu/"><abbr title="European Research Consortium for Informatics and Mathematics">ERCIM</abbr></a>,
+ <a href="http://www.keio.ac.jp/">Keio</a>, <a href="http://ev.buaa.edu.cn/">Beihang</a>),
+
+ All Rights Reserved.
+
+ <abbr title="World Wide Web Consortium">W3C</abbr> <a href="http://www.w3.org/Consortium/Legal/ipr-notice#Legal_Disclaimer">liability</a>,
+ <a href="http://www.w3.org/Consortium/Legal/ipr-notice#W3C_Trademarks">trademark</a> and
+
+ <a href="http://www.w3.org/Consortium/Legal/copyright-documents">document use</a>
+
+ rules apply.
+ </p>
+
+
+ <hr>
+</div>
+
+<section id="abstract" class="introductory" property="dcterms:abstract" datatype="" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h2 aria-level="1" role="heading" id="h2_abstract">Abstract</h2>
+<p>There are many situations where it would be useful to be able to
+publish
+multi-dimensional data, such as statistics, on the web in such a way
+that it can be linked to related data sets and concepts. The Data Cube
+vocabulary provides a means to do this using the <abbr title="World Wide Web Consortium">W3C</abbr> <a href="http://www.w3.org/TR/REC-rdf-syntax/">RDF</a>
+(Resource Description Framework) standard. The model underpinning the
+Data Cube vocabulary is
+compatible with the cube model that underlies <a href="http://sdmx.org">SDMX</a> (Statistical Data
+and Metadata eXchange), an ISO standard for exchanging and sharing
+statistical data and metadata among organizations. The Data Cube
+vocabulary is a core foundation which supports extension
+vocabularies to enable publication of other aspects of
+statistical data flows or other multi-dimensional data sets.</p>
+
+<p>
+ The namespace for all terms in this ontology is: <a href="http://purl.org/linked-data/cube#">http://purl.org/linked-data/cube#</a>
+</p>
+ <p>The vocabulary defined in this document is also available in these non-normative formats: <a href="http://purl.org/linked-data/cube">Turtle</a>.</p>
+
+</section><section id="sotd" class="introductory" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h2 aria-level="1" role="heading" id="h2_sotd">Status of This Document</h2>
+
+
+
+ <p>
+ <em>This section describes the status of this document at the time of its publication.
+ Other documents may supersede this document. A list of current <abbr title="World Wide Web Consortium">W3C</abbr> publications and the
+ latest revision of this technical report can be found in the <a href="http://www.w3.org/TR/"><abbr title="World Wide Web Consortium">W3C</abbr> technical reports index</a> at
+ http://www.w3.org/TR/.</em>
+ </p>
+
+ <p>This vocabulary was originally developed and <a href="http://publishing-statistical-data.googlecode.com/svn/trunk/specs/src/main/html/cube.html">published</a> outside of <abbr title="World Wide Web Consortium">W3C</abbr>, but has been extended and further developed within the Government Linked Data Working Group.</p>
+
+
+ <p>
+ This document was published by the <a href="http://www.w3.org/2011/gld/">Government Linked Data Working Group</a> as a Proposed Recommendation.
+
+ This document is intended to become a <abbr title="World Wide Web Consortium">W3C</abbr> Recommendation.
+
+
+
+
+
+ The <abbr title="World Wide Web Consortium">W3C</abbr> Membership and other interested parties are invited to review the document and
+ send comments to
+ <a rel="discussion" href="mailto:public-gld-comments@w3.org">public-gld-comments@w3.org</a>
+ (<a href="mailto:public-gld-comments-request@w3.org?subject=subscribe">subscribe</a>,
+ <a href="http://lists.w3.org/Archives/Public/public-gld-comments/">archives</a>)
+ through 12 January 2014. Advisory Committee Representatives should consult their
+ <a href="https://www.w3.org/2002/09/wbs/myQuestionnaires">WBS questionnaires</a>.
+ Note that substantive technical comments were expected during the Last Call review
+ period that ended 08 April 2013.
+
+ </p>
+
+ <p>
+ Please see the Working Group's <a href="http://www.w3.org/2011/gld/wiki/Data_Cube_Implementations">implementation
+ report</a>.
+ </p>
+
+
+ <p>
+ Publication as a Proposed Recommendation does not imply endorsement by the <abbr title="World Wide Web Consortium">W3C</abbr>
+ Membership. This is a draft document and may be updated, replaced or obsoleted by other
+ documents at any time. It is inappropriate to cite this document as other than work in
+ progress.
+ </p>
+
+
+ <p>
+
+ This document was produced by a group operating under the
+ <a id="sotd_patent" about="" rel="w3p:patentRules" href="http://www.w3.org/Consortium/Patent-Policy-20040205/">5 February 2004 <abbr title="World Wide Web Consortium">W3C</abbr> Patent
+ Policy</a>.
+
+
+
+
+ <abbr title="World Wide Web Consortium">W3C</abbr> maintains a <a href="http://www.w3.org/2004/01/pp-impl/47663/status" rel="disclosure">public list of any patent
+ disclosures</a>
+
+ made in connection with the deliverables of the group; that page also includes
+ instructions for disclosing a patent. An individual who has actual knowledge of a patent
+ which the individual believes contains
+ <a href="http://www.w3.org/Consortium/Patent-Policy-20040205/#def-essential">Essential
+ Claim(s)</a> must disclose the information in accordance with
+ <a href="http://www.w3.org/Consortium/Patent-Policy-20040205/#sec-Disclosure">section
+ 6 of the <abbr title="World Wide Web Consortium">W3C</abbr> Patent Policy</a>.
+
+
+ </p>
+
+
+
+
+</section><section id="toc"><h2 class="introductory" aria-level="1" role="heading" id="h2_toc">Table of Contents</h2><ul class="toc" role="directory" id="respecContents"><li class="tocline"><a href="#outline" class="tocxref"><span class="secno">1. </span>Outline of the vocabulary</a><ul class="toc"><li class="tocline"><a href="#index" class="tocxref"><span class="secno">1.1 </span>Vocabulary index</a></li></ul></li><li class="tocline"><a href="#introduction" class="tocxref"><span class="secno">2. </span>Introduction</a><ul class="toc"><li class="tocline"><a href="#intro-rdf" class="tocxref"><span class="secno">2.1 </span>RDF and Linked Data</a></li><li class="tocline"><a href="#intro-sdmx" class="tocxref"><span class="secno">2.2 </span>SDMX and related standards</a></li><li class="tocline"><a href="#intro-audience" class="tocxref"><span class="secno">2.3 </span>Audience and scope</a></li></ul></li><li class="tocline"><a href="#namespaces" class="tocxref"><span class="secno">3. </span>Namespaces and Document Conventions</a></li><li class="tocline"><a href="#conformance" class="tocxref"><span class="secno">4. </span>Conformance</a></li><li class="tocline"><a href="#data-cubes" class="tocxref"><span class="secno">5. </span>Data cubes</a><ul class="toc"><li class="tocline"><a href="#cubes-model-datasets" class="tocxref"><span class="secno">5.1 </span>Data Sets</a></li><li class="tocline"><a href="#cubes-model" class="tocxref"><span class="secno">5.2 </span>The cube model - dimensions, attributes, measures</a></li><li class="tocline"><a href="#cubes-slices" class="tocxref"><span class="secno">5.3 </span>Introducing Slices</a></li><li class="tocline"><a href="#example" class="tocxref"><span class="secno">5.4 </span>An example</a></li></ul></li><li class="tocline"><a href="#dsd" class="tocxref"><span class="secno">6. </span>Creating data structure definitions</a><ul class="toc"><li class="tocline"><a href="#dsd-dimensions" class="tocxref"><span class="secno">6.1 </span>Dimensions, attributes and measures</a></li><li class="tocline"><a href="#dsd-cog" class="tocxref"><span class="secno">6.2 </span>Content oriented guidelines</a></li><li class="tocline"><a href="#dsd-example" class="tocxref"><span class="secno">6.3 </span>Example dimensions and measure</a></li><li class="tocline"><a href="#dsd-dsd" class="tocxref"><span class="secno">6.4 </span>ComponentSpecifications and DataStructureDefinitions</a></li><li class="tocline"><a href="#dsd-mm" class="tocxref"><span class="secno">6.5 </span>Handling multiple measures</a></li></ul></li><li class="tocline"><a href="#datasets" class="tocxref"><span class="secno">7. </span>Expressing data sets</a><ul class="toc"><li class="tocline"><a href="#dataset-basic" class="tocxref"><span class="secno">7.1 </span>Data sets and observations</a></li><li class="tocline"><a href="#slices" class="tocxref"><span class="secno">7.2 </span>Slices and groups of observations</a></li></ul></li><li class="tocline"><a href="#schemes" class="tocxref"><span class="secno">8. </span>Concept schemes and code lists</a><ul class="toc"><li class="tocline"><a href="#schemes-intro" class="tocxref"><span class="secno">8.1 </span>Coded values for components properties</a></li><li class="tocline"><a href="#schemes-hierarchy" class="tocxref"><span class="secno">8.2 </span>Hierarchical code lists</a></li><li class="tocline"><a href="#schemes-hierarchy-nonskos" class="tocxref"><span class="secno">8.3 </span>Non-SKOS hierarchies</a></li><li class="tocline"><a href="#schemes-aggregation" class="tocxref"><span class="secno">8.4 </span>Aggregation</a></li></ul></li><li class="tocline"><a href="#metadata" class="tocxref"><span class="secno">9. </span>DataSet metadata</a><ul class="toc"><li class="tocline"><a href="#metadata-categorization" class="tocxref"><span class="secno">9.1 </span>Categorizing a data set</a></li><li class="tocline"><a href="#metadata-publishers" class="tocxref"><span class="secno">9.2 </span>Describing publishers</a></li></ul></li><li class="tocline"><a href="#normalize" class="tocxref"><span class="secno">10. </span>Abbreviated and normalized data cubes</a><ul class="toc"><li class="tocline"><a href="#normalize-algorithm" class="tocxref"><span class="secno">10.1 </span>Normalization algorithm</a></li></ul></li><li class="tocline"><a href="#wf" class="tocxref"><span class="secno">11. </span>Well-formed cubes</a><ul class="toc"><li class="tocline"><a href="#wf-rules" class="tocxref"><span class="secno">11.1 </span>Integrity constraints</a></li></ul></li><li class="tocline"><a href="#vocab-reference" class="tocxref"><span class="secno">12. </span>Vocabulary reference</a><ul class="toc"><li class="tocline"><a href="#reference-datasets" class="tocxref"><span class="secno">12.1 </span>DataSets</a></li><li class="tocline"><a href="#reference-observations" class="tocxref"><span class="secno">12.2 </span>Observations</a></li><li class="tocline"><a href="#reference-slices" class="tocxref"><span class="secno">12.3 </span>Slices</a></li><li class="tocline"><a href="#reference-components" class="tocxref"><span class="secno">12.4 </span>Dimensions, Attributes, Measures</a></li><li class="tocline"><a href="#reference-component-properties" class="tocxref"><span class="secno">12.5 </span>Reusable general purpose component properties</a></li><li class="tocline"><a href="#reference-dsd" class="tocxref"><span class="secno">12.6 </span>Data Structure Definitions</a></li><li class="tocline"><a href="#reference-compspec" class="tocxref"><span class="secno">12.7 </span>Component specifications - for qualifying component use in a DSD</a></li><li class="tocline"><a href="#reference-slice-definitions" class="tocxref"><span class="secno">12.8 </span>Slice definitions</a></li><li class="tocline"><a href="#reference-concepts" class="tocxref"><span class="secno">12.9 </span>Concepts</a></li><li class="tocline"><a href="#reference-nonskos-hierarchy" class="tocxref"><span class="secno">12.10 </span>Non-SKOS Hierarchies</a></li></ul></li><li class="tocline"><a href="#acknowledgements" class="tocxref"><span class="secno">A. </span>Acknowledgements</a></li><li class="tocline"><a href="#change-history" class="tocxref"><span class="secno">B. </span>Change history </a></li><li class="tocline"><a href="#full-example" class="tocxref"><span class="secno">C. </span>Complete example Data Cube</a></li><li class="tocline"><a href="#references" class="tocxref"><span class="secno">D. </span>References</a><ul class="toc"><li class="tocline"><a href="#normative-references" class="tocxref"><span class="secno">D.1 </span>Normative references</a></li><li class="tocline"><a href="#informative-references" class="tocxref"><span class="secno">D.2 </span>Informative references</a></li></ul></li></ul></section>
+
+
+
+
+<section id="outline" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_outline"><span class="secno">1. </span>Outline of the vocabulary</h2>
+
+<figure id="fig-pictorial-summary-of-key-terms-and-their-relationship">
+ <img src="images/qb-fig1.png" alt="UML-style block diagram of the terms in this vocabulary">
+ <figcaption>Fig. <span class="figno">1</span> <span class="fig-title">Pictorial summary of key terms and their relationship</span></figcaption>
+</figure>
+
+
+<section id="index" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_index"><span class="secno">1.1 </span>Vocabulary index</h3>
+
+ <p><b>Classes:</b>
+ <a href="#ref_qb_Attachable">qb:Attachable</a>
+ <a href="#ref_qb_AttributeProperty">qb:AttributeProperty</a>
+ <a href="#ref_qb_CodedProperty">qb:CodedProperty</a>
+ <a href="#ref_qb_ComponentProperty">qb:ComponentProperty</a>
+ <a href="#ref_qb_ComponentSet">qb:ComponentSet</a>
+ <a href="#ref_qb_ComponentSpecification">qb:ComponentSpecification</a>
+ <a href="#ref_qb_DataSet">qb:DataSet</a>
+ <a href="#ref_qb_DataStructureDefinition">qb:DataStructureDefinition</a>
+ <a href="#ref_qb_DimensionProperty">qb:DimensionProperty</a>
+ <a href="#ref_qb_HierarchicalCodeList">qb:HierarchicalCodeList</a>
+ <a href="#ref_qb_MeasureProperty">qb:MeasureProperty</a>
+ <a href="#ref_qb_Observation">qb:Observation</a>
+ <a href="#ref_qb_Slice">qb:Slice</a>
+ <a href="#ref_qb_ObservationGroup">qb:ObservationGroup</a>
+ <a href="#ref_qb_SliceKey">qb:SliceKey</a>
+ </p>
+ <p><b>Properties:</b>
+ <a href="#ref_qb_attribute">qb:attribute</a>
+ <a href="#ref_qb_codeList">qb:codeList</a>
+ <a href="#ref_qb_component">qb:component</a>
+ <a href="#ref_qb_componentAttachment">qb:componentAttachment</a>
+ <a href="#ref_qb_componentProperty_LC">qb:componentProperty</a>
+ <a href="#ref_qb_componentRequired">qb:componentRequired</a>
+ <a href="#ref_qb_concept">qb:concept</a>
+ <a href="#ref_qb_dataSet_LC">qb:dataSet</a>
+ <a href="#ref_qb_dimension">qb:dimension</a>
+ <a href="#ref_qb_hierarchyRoot">qb:hierarchyRoot</a>
+ <a href="#ref_qb_measure">qb:measure</a>
+ <a href="#ref_qb_measureDimension">qb:measureDimension</a>
+ <a href="#ref_qb_measureType">qb:measureType</a>
+ <a href="#ref_qb_observation_LC">qb:observation</a>
+ <a href="#ref_qb_observationGroup">qb:observationGroup</a>
+ <a href="#ref_qb_order">qb:order</a>
+ <a href="#ref_qb_parentChildProperty">qb:parentChildProperty</a>
+ <a href="#ref_qb_slice_LC">qb:slice</a>
+ <a href="#ref_qb_sliceKey_LC">qb:sliceKey</a>
+ <a href="#ref_qb_sliceStructure">qb:sliceStructure</a>
+ <a href="#ref_qb_structure">qb:structure</a>
+ </p>
+</section>
+
+</section>
+
+<section id="introduction" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_introduction"><span class="secno">2. </span>Introduction</h2><p><em>This section is non-normative.</em></p>
+
+<p>
+Statistical data is a foundation for policy
+prediction, planning and adjustments and
+underpins many of the mash-ups and visualisations
+we see on the web. There is strong interest
+in being able to publish statistical data in a web-friendly format
+to enable it to be linked and combined with related information.
+</p>
+
+<p>
+At the heart of a statistical dataset is a set of observed values
+organized along a group of dimensions, together with associated metadata.
+The Data Cube vocabulary enables such information to be represented
+using the <abbr title="World Wide Web Consortium">W3C</abbr> <a href="http://www.w3.org/TR/REC-rdf-syntax/">RDF</a>
+(Resource Description Framework) standard and published following the
+principles of
+<a href="http://linkeddata.org/">linked data</a>.
+The vocabulary is based upon the approach used by the SDMX ISO standard
+for statistical data exchange. This <em>cube</em> model is very
+general and so the Data Cube vocabulary can be used for other data sets
+such as survey data, spreadsheets and OLAP data cubes [<cite><a class="bibref" href="#bib-OLAP">OLAP</a></cite>].
+</p>
+
+<p>
+The Data Cube vocabulary is focused purely on the
+publication of multi-dimensional data on the web. We envisage a series of modular
+vocabularies being developed which extend this core foundation. In
+particular, we see the need for an SDMX extension vocabulary to support the
+publication of additional context to statistical data (such as the encompassing Data
+Flows and associated Provision Agreements). Other extensions are possible to
+support metadata for surveys (so called "micro-data", as encompassed by <a href="http://www.ddialliance.org/">DDI</a>)
+or publication of statistical reference metadata.
+</p>
+
+<p>The Data Cube in turn builds upon the following existing RDF
+vocabularies:</p>
+<ul>
+ <li><a href="http://www.w3.org/2004/02/skos/">SKOS</a> for concept schemes</li>
+ <li><a href="http://sw.joanneum.at/scovo/schema.html">SCOVO</a> for
+core statistical structures</li>
+ <li><a href="http://purl.org/dc/terms/">Dublin Core Terms</a> for metadata</li>
+ <li><a href="http://rdfs.org/ns/void-guide">VoiD</a> for data access</li>
+ <li><a href="http://xmlns.com/foaf/0.1/">FOAF</a> for agents</li>
+ <li><a href="http://www.w3.org/ns/org#">ORG</a> for organizations</li>
+</ul>
+
+
+<section id="intro-rdf" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_intro-rdf"><span class="secno">2.1 </span>RDF and Linked Data</h3>
+
+<p><em>Linked data</em> is an approach to publishing data on the web, enabling
+datasets to be linked together through references to common concepts.
+ The approach [<cite><a class="bibref" href="#bib-LOD">LOD</a></cite>]
+recommends use of HTTP URIs to name the entities and concepts so that consumers of
+the data can look-up those URIs to get more information, including links
+to other related URIs.
+RDF [<cite><a class="bibref" href="#bib-RDF-PRIMER">RDF-PRIMER</a></cite>]
+provides a standard for the representation of the
+information that describes those entities and concepts, and is returned
+by dereferencing the URIs. </p>
+
+<p>There are a number of benefits to being able to publish multi-dimensional data, such as statistics,
+using RDF and the linked data approach:</p>
+<ul>
+ <li>The individual observations, and groups of observations, become
+(web) addressable. This allows publishers and third parties to annotate
+and link to this data; for example a report can reference the specific
+figures it is based on allowing for fine grained provenance trace-back.</li>
+ <li>Data can be flexibly combined across datasets sets (for example <em>find all
+Religious schools in census areas with high values for National
+Indicators pertaining to religious tolerance</em>). The statistical
+data becomes an integral part of the broader web of linked data.</li>
+ <li>For publishers who currently only offer static files then
+publishing as linked-data offers a flexible, non-proprietary, machine
+readable means of publication that supports an out-of-the-box web API
+for programmatic access.</li>
+ <li>It enables reuse of standardized tools and components.</li>
+</ul>
+</section>
+
+
+<section id="intro-sdmx" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_intro-sdmx"><span class="secno">2.2 </span>SDMX and related standards</h3>
+
+<p>The Statistical Data and Metadata Exchange (SDMX) Initiative
+was organised in 2001 by seven international organizations (BIS,
+ECB, Eurostat, IMF, OECD, World Bank and the UN) to
+realise greater efficiencies in statistical practice. These
+organisations all
+collect significant amounts of data, mostly from the national level,
+to support policy. They also disseminate data at the supra-national
+and international levels.</p>
+
+<p>
+There have been a number of important results from this work: two
+versions of a set of technical specifications - ISO:TS 17369
+(SDMX) - and the release of several recommendations for
+structuring and harmonising cross-domain statistics, the SDMX
+Content-Oriented Guidelines. All of the products are available at
+<a href="http://www.sdmx.org">www.sdmx.org</a>. The standards are now
+being widely adopted
+around the world for the collection, exchange, processing, and
+dissemination of aggregate statistics by official statistical
+organisations. The UN Statistical Commission recommended
+SDMX as the preferred standard for statistics in 2007.
+</p>
+
+<p>The SDMX specification defines a core <em>information model</em>
+which is reflected in concrete form in two syntaxes - SDMX-ML (an XML
+syntax) and SDMX-EDI.
+</p>
+
+<p>The RDF Data Cube vocabulary builds upon the core of the
+ the SDMX 2.0 Information Model [<cite><a class="bibref" href="#bib-SDMX20">SDMX20</a></cite>].</p>
+
+<p>Readers may find the SDMX User Guide [<cite><a class="bibref" href="#bib-SDMX-GUIDE">SDMX-GUIDE</a></cite>] useful
+ background.</p>
+
+<p>A key component of the SDMX standards package are
+the <strong>Content-Oriented Guidelines</strong> (COGs), a set of
+cross-domain concepts, code lists, and categories that support
+interoperability and comparability between datasets by providing a
+shared terminology between SDMX implementers [<cite><a class="bibref" href="#bib-COG">COG</a></cite>]. RDF versions of these
+terms are available separately for use along with the Data Cube
+vocabulary, see <a href="#dsd-cog">Content oriented guidelines</a> for
+ further details. These external resources do not form a normative part of the
+ Data Cube Vocabulary specification.
+</p>
+</section>
+
+
+<section id="intro-audience" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_intro-audience"><span class="secno">2.3 </span>Audience and scope</h3>
+
+<p>This document describes the Data Cube vocabulary
+It is aimed at people wishing to publish
+statistical or other multi-dimension data in RDF.
+Mechanics of cross-format translation from other
+formats such as SDMX-ML are not covered here.</p>
+</section>
+
+</section>
+
+<section id="namespaces" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_namespaces"><span class="secno">3. </span>Namespaces and Document Conventions</h2>
+
+<p>
+The names of RDF entities -- classes, predicates, individuals -- are
+URIs. These are usually expressed using a compact notation where the
+name is written <code>prefix:localname</code>, and where the <code>prefix</code>
+identifies a <i>namespace URI</i>. The namespace identified by the prefix is
+ prepended to the <code>localname</code> to obtain the full URI.
+</p>
+
+<p>The following namespaces are used in this document:</p>
+
+<table>
+ <thead><tr><th>Prefix</th><th>Namespace</th><th>Reference</th></tr></thead>
+ <tbody>
+ <tr><td>qb</td><td><a href="http://purl.org/linked-data/cube#">http://purl.org/linked-data/cube#</a></td><td><em>This document</em></td></tr>
+ <tr><td>skos</td><td><a href="http://www.w3.org/2004/02/skos/core">http://www.w3.org/2004/02/skos/core#</a></td><td>[<cite><a class="bibref" href="#bib-SKOS-REFERENCE">SKOS-REFERENCE</a></cite>]</td></tr>
+ <tr><td>scovo</td><td><a href="http://purl.org/NET/scovo#">http://purl.org/NET/scovo#</a></td><td>[<cite><a class="bibref" href="#bib-SCOVO">SCOVO</a></cite>]</td></tr>
+ <tr><td>void</td><td><a href="http://rdfs.org/ns/void#">http://rdfs.org/ns/void#</a></td><td>[<cite><a class="bibref" href="#bib-void">void</a></cite>]</td></tr>
+ <tr><td>foaf</td><td><a href="http://xmlns.com/foaf/0.1/">http://xmlns.com/foaf/0.1/</a></td><td>[<cite><a class="bibref" href="#bib-FOAF">FOAF</a></cite>]</td></tr>
+ <tr><td>org</td><td><a href="http://www.w3.org/ns/org#">http://www.w3.org/ns/org#</a></td><td>[<cite><a class="bibref" href="#bib-ORG">ORG</a></cite>]</td></tr>
+ <tr><td>dct</td><td><a href="http://purl.org/dc/terms/">http://purl.org/dc/terms/</a></td><td>[<cite><a class="bibref" href="#bib-DC11">DC11</a></cite>]</td></tr>
+ <tr><td>owl</td><td><a href="http://www.w3.org/2002/07/owl">http://www.w3.org/2002/07/owl#</a></td><td>[<cite><a class="bibref" href="#bib-OWL2-PRIMER">OWL2-PRIMER</a></cite>]</td></tr>
+ <tr><td>rdf</td><td><a href="http://www.w3.org/1999/02/22-rdf-syntax-ns">http://www.w3.org/1999/02/22-rdf-syntax-ns#</a></td><td>[<cite><a class="bibref" href="#bib-RDF-CONCEPTS">RDF-CONCEPTS</a></cite>]</td></tr>
+ <tr><td>rdfs</td><td><a href="http://www.w3.org/2000/01/rdf-schema">http://www.w3.org/2000/01/rdf-schema#</a></td><td>[<cite><a class="bibref" href="#bib-RDF-SCHEMA">RDF-SCHEMA</a></cite>]</td></tr>
+ <tr><td>admingeo</td><td><a href="http://data.ordnancesurvey.co.uk/ontology/admingeo/">http://data.ordnancesurvey.co.uk/ontology/admingeo/</a></td><td><em>(Non-normative, used for examples only)</em></td></tr>
+ <tr><td>interval</td><td><a href="http://reference.data.gov.uk/def/intervals/">http://reference.data.gov.uk/def/intervals/</a></td><td><em>(Non-normative, used for examples only)</em></td></tr>
+
+ <tr><td>eg</td><td><a href="http://example.org/ns#">http://example.org/ns#</a></td><td><em>(Non-normative, used for examples only)</em></td></tr>
+ </tbody>
+</table>
+
+<p>All RDF examples are written in Turtle syntax [<cite><a class="bibref" href="#bib-turtle">turtle</a></cite>].</p>
+
+</section>
+
+
+<section id="conformance" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><!--OddPage--><h2 aria-level="1" role="heading" id="h2_conformance"><span class="secno">4. </span>Conformance</h2>
+<p>
+ As well as sections marked as non-normative, all authoring guidelines, diagrams, examples,
+ and notes in this specification are non-normative. Everything else in this specification is
+ normative.
+</p>
+<p>
+ The key words <em class="rfc2119" title="MUST">MUST</em>, <em class="rfc2119" title="MUST NOT">MUST NOT</em>, <em class="rfc2119" title="REQUIRED">REQUIRED</em>, <em class="rfc2119" title="SHOULD">SHOULD</em>, <em class="rfc2119" title="SHOULD NOT">SHOULD NOT</em>, <em class="rfc2119" title="RECOMMENDED">RECOMMENDED</em>, <em class="rfc2119" title="MAY">MAY</em>,
+ and <em class="rfc2119" title="OPTIONAL">OPTIONAL</em> in this specification are to be interpreted as described in [<cite><a class="bibref" href="#bib-RFC2119">RFC2119</a></cite>].
+</p>
+
+
+<p>A data interchange, however that interchange occurs, is conformant
+ with Data Cube if:
+</p><ul>
+<li>it uses terms (classes and properties) from Data Cube in a way consistent with
+ their semantics as declared in this specification, in particular the exchanged RDF graphs constitute
+ either <em><a href="#dfn-well-formed" class="internalDFN">well-formed</a></em> or <em><a href="#dfn-well-formed-abbreviated" class="internalDFN">well-formed abbreviated</a></em> Data Cubes;</li>
+<li>it does <strong>not</strong> use terms from other vocabularies <strong>instead</strong> of ones defined
+ in this vocabulary that could reasonably be used (use of such
+ terms <strong>in addition</strong> to Data Cube terms is permissible).</li>
+</ul>
+<p></p>
+
+<p>A conforming data interchange:
+</p><ul>
+<li><em class="rfc2119" title="may">may</em> include terms from other vocabularies;</li>
+<li><em class="rfc2119" title="may">may</em> use only a subset of Data Cube terms.</li>
+</ul>
+<p></p>
+
+</section>
+
+<section id="data-cubes" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_data-cubes"><span class="secno">5. </span>Data cubes</h2><p><em>This section is non-normative.</em></p>
+
+<section id="cubes-model-datasets" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_cubes-model-datasets"><span class="secno">5.1 </span>Data Sets</h3><p><em>This section is non-normative.</em></p>
+
+<p>A DataSet is a collection of statistical data that corresponds to a
+ defined structure. The data in a data set can be roughly described as belonging to one of the following kinds:</p>
+
+<dl>
+ <dt>Observations</dt>
+ <dd>This is the actual data, the measured values. In a statistical table, the observations
+ would be the values in the table cells.</dd>
+
+ <dt>Organizational structure</dt>
+ <dd>To locate an observation within the hypercube, one has at least to know the value of each
+ dimension at which the observation is located, so these values must be specified for each observation.
+ Datasets can have additional organizational structure in the form of <em>slices</em>
+ as described in <a href="#slices">section 7.2</a>.
+
+ </dd><dt>Structural metadata</dt>
+ <dd>Having located an observation, we need certain metadata in order to be able to interpret it.
+ What is the unit of measurement? Is it a normal value or a series break?
+ Is the value measured or estimated? These metadata are provided as <em>attributes</em> and can
+ be attached to individual observations, or to higher levels.</dd>
+
+ <dt>Reference metadata</dt>
+ <dd>This is metadata that describes the dataset as a whole, such as categorization of the
+ dataset, its publisher, and a SPARQL endpoint where it can be accessed.
+ External metadata is described in <a href="#metadata">section 9</a>.</dd>
+</dl>
+</section>
+
+<section id="cubes-model" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_cubes-model"><span class="secno">5.2 </span>The cube model - dimensions, attributes, measures</h3><p><em>This section is non-normative.</em></p>
+
+<p>A statistical data set comprises a collection of observations made
+at some points across some logical space. The collection can be characterized by
+a set of dimensions that define what the observation applies to (e.g. time,
+area, gender) along with metadata describing what has been
+measured (e.g. economic activity, population), how it was measured and how the
+observations are expressed (e.g. units, multipliers, status). We can
+think of the statistical data set as a multi-dimensional
+space, or hyper-cube, indexed by those dimensions. This space is
+commonly referred to
+as a <em>cube</em> for short; though the name shouldn't be taken
+literally, it is not meant to imply that
+there are exactly three dimensions (there can be more or fewer) nor
+that
+all the dimensions are somehow similar in size.</p>
+
+<p>A cube is organized according to a set of <em>dimensions</em>,
+<em>attributes</em> and <em>measures</em>. We collectively call these <em>components</em>.</p>
+
+<p>The <em>dimension</em> components serve to identify
+the observations. A set of values for all the dimension
+components
+is sufficient to identify a single observation. Examples of dimensions
+include the
+time to which the observation applies, or a geographic region which the observation covers.</p>
+
+<p>The <em>measure</em> components represent the phenomenon being
+observed.</p>
+
+<p>The <em>attribute</em> components allow us to qualify and
+interpret the observed value(s). They enable specification of the units of
+measure, any scaling factors and metadata such as the status
+of the observation (e.g. <em>estimated</em>, <em>provisional</em>).</p>
+</section>
+
+
+<section id="cubes-slices" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_cubes-slices"><span class="secno">5.3 </span>Introducing Slices</h3><p><em>This section is non-normative.</em></p>
+
+<p>It is frequently useful to group subsets of observations within a
+dataset. In particular to fix all but one (or a small subset) of the
+dimensions and be able to refer to all observations with those
+dimension values as a single entity. We call such a selection a <em>slice</em>
+through the cube. For example, given a data set on regional performance
+indicators then we might group together all the observations about a given indicator
+and a given region. Each such group would be a slice representing a time
+ series of observed values.</p>
+
+<p>A data publisher may identify slices through the data for various
+purposes. They can be a useful grouping to which metadata might be attached, for example to note a
+change in measurement process which
+affects a particular time or region. Slices also enable the publisher to
+identify and label particular subsets of the data which should be presented to the
+user - they can enable the consuming application to more easily
+ construct the appropriate graph or chart for presentation.</p>
+
+<p>In statistical applications it is common to work with
+slices in which a single dimension is left unspecified.
+In particular,
+to refer to such slices in which the single free dimension is time as <em>Time
+Series</em> and to refer slices along non-time dimensions as <em>Sections</em>.
+Within the Data Cube vocabulary we allow arbitrary dimensionality
+slices and do not give different names to particular types of
+ slice. Such sub-classes of slice could be added in extension vocabularies.</p>
+
+</section>
+
+<section id="example" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_example"><span class="secno">5.4 </span>An example</h3><p><em>This section is non-normative.</em></p>
+
+<p>In order to illustrate the use of the data cube vocabulary we will
+use a small demonstration
+data set extracted from
+<a href="http://statswales.wales.gov.uk/index.htm">StatsWales</a> report
+number 003311 which describes life expectancy broken down by region
+(unitary authority), age and time. The extract we will use is:<br>
+</p>
+
+<table id="example-data" style="text-align: left; width: 80%;">
+ <tbody>
+ <tr>
+ <td style="vertical-align: top;"><br>
+ </td>
+ <td colspan="2" rowspan="1" style="vertical-align: top; text-align: center; font-weight: bold;">2004-2006<br>
+ </td>
+ <td colspan="2" rowspan="1" style="vertical-align: top; text-align: center; font-weight: bold;">2005-2007<br>
+ </td>
+ <td colspan="2" rowspan="1" style="vertical-align: top; text-align: center; font-weight: bold;">2006-2008<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top;"><br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Male<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Female<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Male<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Female<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Male<br>
+ </td>
+ <td style="vertical-align: top; text-align: center; font-weight: bold;">Female<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Newport<br>
+ </td>
+ <td style="vertical-align: top;">76.7<br>
+ </td>
+ <td style="vertical-align: top;">80.7<br>
+ </td>
+ <td style="vertical-align: top;">77.1<br>
+ </td>
+ <td style="vertical-align: top;">80.9<br>
+ </td>
+ <td style="vertical-align: top;">77.0<br>
+ </td>
+ <td style="vertical-align: top;">81.5<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Cardiff<br>
+ </td>
+ <td style="vertical-align: top;">78.7<br>
+ </td>
+ <td style="vertical-align: top;">83.3<br>
+ </td>
+ <td style="vertical-align: top;">78.6<br>
+ </td>
+ <td style="vertical-align: top;">83.7<br>
+ </td>
+ <td style="vertical-align: top;">78.7<br>
+ </td>
+ <td style="vertical-align: top;">83.4<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Monmouthshire<br>
+ </td>
+ <td style="vertical-align: top;">76.6<br>
+ </td>
+ <td style="vertical-align: top;">81.3<br>
+ </td>
+ <td style="vertical-align: top;">76.5<br>
+ </td>
+ <td style="vertical-align: top;">81.5<br>
+ </td>
+ <td style="vertical-align: top;">76.6<br>
+ </td>
+ <td style="vertical-align: top;">81.7<br>
+ </td>
+ </tr>
+ <tr>
+ <td style="vertical-align: top; text-align: right; font-weight: bold;">Merthyr
+Tydfil<br>
+ </td>
+ <td style="vertical-align: top;">75.5<br>
+ </td>
+ <td style="vertical-align: top;">79.1<br>
+ </td>
+ <td style="vertical-align: top;">75.5<br>
+ </td>
+ <td style="vertical-align: top;">79.4<br>
+ </td>
+ <td style="vertical-align: top;">74.9<br>
+ </td>
+ <td style="vertical-align: top;">79.6<br>
+ </td>
+ </tr>
+ </tbody>
+</table>
+
+<p>We can see that there are three dimensions - time period (rolling averages over three year timespans),
+ region and sex. Each observation represents the life expectancy for that population (the measure) and
+ we will need an attribute to define the units (years) of the measured values.</p>
+
+<p>An example of slicing the data would be to define slices in which the time and sex are
+fixed for each slice. Such slices then show the variation in life expectancy across the
+ different regions, i.e. corresponding to the columns in the above tabular layout.</p>
+
+<p>A complete encoding of this data as a Data Cube, including such a
+ slice structure, is shown in <a href="#full-example">Appendix C</a>.</p>
+
+</section>
+
+</section>
+
+
+<section id="dsd" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_dsd"><span class="secno">6. </span>Creating data structure definitions</h2>
+
+<p>A <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> defines the structure of one or more
+datasets. In particular, it defines the dimensions, attributes and measures
+used in the dataset along with qualifying information such as ordering of
+ dimensions and whether attributes are required or optional. For well-formed
+ data sets much of this information is implicit within the RDF component properties
+ found on the observations. However, the explicit declaration of the structure has
+ several benefits:</p>
+
+<ul>
+ <li>it enables verification that the data set matches the expected structure,
+ in particular helps with detection of incoherent sets obtained by
+ combining differently structured source data;</li>
+ <li>it allows a consumer to easily determine what dimensions are available for query
+ and their presentational order, which in turn simplifies data
+ consumption, for example for UI construction;</li>
+ <li>it supports transmission of the structure information in
+ associated SDMX data flows (see below).</li>
+</ul>
+
+<p>It is common, when publishing statistical data, to have a regular series of publications which
+all follow the same structure. The notion of a Data Structure Definition (DSD) allows us to define
+that structure once and then reuse it for each publication in the series. Consumers can then be
+ confident that the structure of the data has not changed.</p>
+
+<section id="dsd-dimensions" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-dimensions"><span class="secno">6.1 </span>Dimensions, attributes and measures</h3>
+
+<p>The Data Cube vocabulary represents the dimensions, attributes and measures
+ as RDF properties. Each is an instance of the abstract <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ class, which in turn has sub-classes <code><a href="#dfn-qb-dimensionproperty" class="internalDFN">qb:DimensionProperty</a></code>,
+ <code><a href="#dfn-qb-attributeproperty" class="internalDFN">qb:AttributeProperty</a></code> and <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>.</p>
+
+<p>A component property encapsulates several pieces of information:</p>
+<ul>
+ <li>the concept being represented (e.g. time or geographic area),</li>
+ <li>the nature of the component (dimension, attribute or measure) as represented by the type of the component property,</li>
+ <li>the type or code list used to represent the value.</li>
+</ul>
+
+<p>The same <em>concept</em> can be manifested in different components. For example, the concept
+ of <em>currency</em> may be used as a dimension (in a data set dealing with exchange rates) or as
+ an attribute (when describing the currency in which an observed trade took place). The concept of time
+ is typically used only as a dimension but may be encoded as a data value (e.g. an <code>xsd:dateTime</code>)
+ or as a symbolic value (e.g. a URI drawn from the reference time URI set developed by data.gov.uk).
+ In statistical agencies it is common to have a standard thesaurus of statistical concepts which
+ underpin the components used in multiple different data sets.</p>
+
+<p>To support this reuse of general statistical concepts the data cube vocabulary provides the <code><a href="#dfn-qb-concept" class="internalDFN">qb:concept</a></code> property which
+ links a <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> to the concept it represents. We use the SKOS
+ vocabulary [<cite><a class="bibref" href="#bib-SKOS-PRIMER">SKOS-PRIMER</a></cite>] to represent such concepts. This is very natural for those cases where the
+ concepts are already maintained as a controlled term list or thesaurus.
+ When developing a data structure definition for an informal data set there may not be an appropriate
+ concept already. In those cases, if the concept is likely to be reused in other guises it is recommended to
+ publish a <code>skos:Concept</code> along with the specific <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>. However, if
+ such reuse is not expected then it is not required to do so - the <code><a href="#dfn-qb-concept" class="internalDFN">qb:concept</a></code>
+ link is optional and a simple instance of the appropriate subclass of <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> is
+ sufficient.</p>
+
+<p>The representation of the possible values of the component is described using the <code>rdfs:range</code>
+ property of the component in the usual RDF manner. Thus, for example, values of a time dimension might
+ be represented using literals of type <code>xsd:dateTime</code> or as URIs drawn from a time reference service.</p>
+
+<p>In statistical data sets it is common
+ for values to be encoded using some (possibly hierarchical) code list and it can be useful to be
+ able to easily identify the overall code list in some more structured form. To cater for this a
+ component can also be optionally annotated with a <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code> to indicate a set of
+ <code>skos:Concept</code>s which may be used as codes. The <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code> value may be a
+ <code>skos:ConceptScheme</code>, <code>skos:Collection</code> or <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>.
+ In such a case the <code>rdfs:range</code> of the component might be left as simply <code>skos:Concept</code> but
+ a useful design pattern is to also define an <code>rdfs:Class</code>
+ whose members are all the <code>skos:Concept</code>s within a particular scheme. In that way
+ the <code>rdfs:range</code> can be made more specific which enables generic RDF tools to perform
+ appropriate range checking.</p>
+
+<p>Note that in any SDMX extension vocabulary there would be one further item of information to encode
+ about components - the role that they play within the structure definition. In particular, it is sometimes
+ convenient for consumers to be able to easily identify which is the time dimension,
+ which component is the primary measure and so forth. It turns out that such roles are intrinsic to
+ the concepts and so this information can be encoded by providing subclasses of <code>skos:Concept</code>
+ for each role. The particular choice of roles here is specific to the SDMX standard and so is not
+ included within the core Data Cube vocabulary.</p>
+
+<p>Before illustrating the components needed for our running example, there is one more piece
+ of machinery to introduce, a reusable set of concepts and components based on SDMX.
+</p>
+</section>
+
+<section id="dsd-cog" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-cog"><span class="secno">6.2 </span>Content oriented guidelines</h3><p><em>This section is non-normative.</em></p>
+
+<p>The SDMX standard includes a set of <em>content oriented guidelines</em> (COG) [<cite><a class="bibref" href="#bib-COG">COG</a></cite>]
+ which define a set of common statistical concepts and associated code lists that are intended to be
+ reusable across data sets. A <a href="https://code.google.com/p/publishing-statistical-data/">community group</a>
+ has developed RDF encodings of these guidelines. These comprise:
+
+</p><table id="namespaces-table">
+ <thead><tr><th>Prefix</th><th>Namespace</th><th>Description</th></tr></thead>
+ <tbody>
+ <tr><td><code>sdmx-concept</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/concept#">http://purl.org/linked-data/sdmx/2009/concept#</a></td><td>SKOS Concepts for each COG defined concept</td>
+ </tr><tr><td><code>sdmx-code</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/code#">http://purl.org/linked-data/sdmx/2009/code#</a></td><td>SKOS Concepts and ConceptSchemes for each COG defined code list</td>
+ </tr><tr><td><code>sdmx-dimension</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/dimension#">http://purl.org/linked-data/sdmx/2009/dimension#</a></td><td>component properties corresponding to each COG concept that can be used as a dimension</td>
+ </tr><tr><td><code>sdmx-attribute</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/attribute#">http://purl.org/linked-data/sdmx/2009/attribute#</a></td><td>component properties corresponding to each COG concept that can be used as an attribute</td>
+ </tr><tr><td><code>sdmx-measure</code></td><td><a href="http://purl.org/linked-data/sdmx/2009/measure#">http://purl.org/linked-data/sdmx/2009/measure#</a></td><td>component properties corresponding to each COG concept that can be used as a measure</td>
+
+ </tr></tbody>
+</table>
+
+<p>These community resources are provided as a convenience and do not form part
+ of the Data Cube specification. However, they are used
+ by a number of existing Data Cube publications and so we will
+ reference them within our worked examples.</p>
+
+</section>
+
+
+<section id="dsd-example" class="informative" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-example"><span class="secno">6.3 </span>Example dimensions and measure</h3><p><em>This section is non-normative.</em></p>
+
+<p>Turning to our example data set then we can see there are three dimensions to represent
+ - time period, region (unitary authority) and sex. There is a single
+ (primary) measure which corresponds to the topic of the data set (life expectancy) and
+ encodes a value in years. Hence, we need the following components.</p>
+
+<p><b>Time.</b> There is a suitable predefined concept in the SMDX-COG for this, REF_PERIOD, so
+ we could reuse the corresponding component property <code>sdmx-dimension:refPeriod</code>. However,
+ to represent the time period itself it would be convenient to use the data.gov.uk reference
+ time service and to declare this within the data structure definition.</p>
+
+<div class="example"><div class="example-title"><span>Example 1</span></div><pre class="example">eg:refPeriod a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference period"@en;
+ rdfs:subPropertyOf sdmx-dimension:refPeriod;
+ rdfs:range interval:Interval;
+ qb:concept sdmx-concept:refPeriod . </pre></div>
+
+<p><b>Region.</b> Again there is a suitable COG concept and associated component that
+we can use for this, and again we can customize the range of the component. In this case
+ we can use the Ordnance Survey Administrative Geography Ontology [<cite><a class="bibref" href="#bib-OS-GEO">OS-GEO</a></cite>].</p>
+
+<div class="example"><div class="example-title"><span>Example 2</span></div><pre class="example">eg:refArea a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference area"@en;
+ rdfs:subPropertyOf sdmx-dimension:refArea;
+ rdfs:range admingeo:UnitaryAuthority;
+ qb:concept sdmx-concept:refArea . </pre></div>
+
+<p><b>Sex.</b> In this case we can use the corresponding COG component <code>sdmx-dimension:sex</code>
+ directly, since the default code list for it includes the terms we need.</p>
+
+<p><b>Measure.</b> This property will give the value of each observation.
+ We could use the default <code>smdx-measure:obsValue</code> for this (defining
+ the topic being observed using metadata). However, it can aid readability and processing
+ of the RDF data sets to use a specific measure corresponding to the phenomenon being observed.</p>
+
+<div class="example"><div class="example-title"><span>Example 3</span></div><pre class="example">eg:lifeExpectancy a rdf:Property, qb:MeasureProperty;
+ rdfs:label "life expectancy"@en;
+ rdfs:subPropertyOf sdmx-measure:obsValue;
+ rdfs:range xsd:decimal . </pre></div>
+
+<p><b>Unit measure attribute.</b> The primary measure on its own is a plain decimal value.
+ To correctly interpret this value we need to define what units it is measured in (years in this case).
+ This is defined using attributes which qualify the interpretation of the observed value.
+ Specifically in this example we can use the predefined <code>sdmx-attribute:unitMeasure</code>
+ which in turn corresponds to the COG concept of <code>UNIT_MEASURE</code>. To express
+ the value of this attribute we would typically use a common thesaurus of units of measure.
+ For the sake of this simple example we will use the DBpedia resource <code>http://dbpedia.org/resource/Year</code>
+ which corresponds to the topic of the Wikipedia page on "Years".</p>
+
+<p>This covers the minimal components needed to define the structure of this data set.</p>
+</section>
+
+
+<section id="dsd-dsd" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-dsd"><span class="secno">6.4 </span>ComponentSpecifications and DataStructureDefinitions</h3>
+
+<p>To combine the components into a specification for the structure of this
+ dataset we need to declare a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>
+ resource which in turn will reference a set of <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code> resources.
+ The <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> will be reusable across other data sets with the same structure.</p>
+
+<p>In the simplest case the <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code> simply references the
+ corresponding <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> (usually using one of the sub properties
+ <code><a href="#dfn-qb-dimension" class="internalDFN">qb:dimension</a></code>, <code><a href="#dfn-qb-measure" class="internalDFN">qb:measure</a></code> or <code><a href="#dfn-qb-attribute" class="internalDFN">qb:attribute</a></code>).
+ However, it is also possible to qualify the
+ component specification in several ways.</p>
+
+<ul>
+ <li>Attributes may be declared as optional or required. If an
+ attribute is required to be present for every observation then the specification should set
+ <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code>. In the
+ absence of such a declaration an attribute is assumed to be
+ optional. The <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code>
+ declaration may only be applied to component specifications of
+ attributes - measures and dimensions are always required.</li>
+ <li>The components may be ordered by giving an integer value for <code><a href="#dfn-qb-order" class="internalDFN">qb:order</a></code>.
+ This order carries no semantics but can be useful to aid consuming agents in generating
+ appropriate user interfaces. It can also be useful in the publication chain to enable
+ synthesis of appropriate URIs for observations.</li>
+ <li>By default the values of all of the components will be attached to each individual observation,
+ this is called the <em><a href="#dfn-normalized" class="internalDFN">normalized</a></em> representation.
+ This allows such observations to stand alone, so that a SPARQL query to retrieve the observation
+ can immediately locate the attributes which enable the observation to be interpreted. However,
+ it is also permissible to attach attributes to the
+ overall data set, to an intervening slice or to a specific Measure (in the case of multiple measures).
+ This reduces some of the redundancy in the encoding of the instance data. To declare such an
+ abbreviated structure, the <code><a href="#dfn-qb-componentattachment" class="internalDFN">qb:componentAttachment</a></code> property of the specification should
+ reference the class corresponding to the attachment level (e.g. <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> for attributes
+ that will be attached to the overall data set). The classes
+ which can be used as such attachment levels are all subclasses of <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>.</li>
+</ul>
+
+<p>In the case of our running example the dimensions can be usefully ordered. There is only one
+ attribute, the unit measure, and this is required. In the interest of illustrating the vocabulary
+ use we will declare that this attribute will be attached at the level of the data set, however
+ normalized representations are in general easier to query and combine.</p>
+
+<p>So the structure of our example data set (and other similar datasets) can be declared by:</p>
+
+<div class="example"><div class="example-title"><span>Example 4</span></div><pre id="attachment-example" class="example">eg:dsd-le a qb:DataStructureDefinition;
+ # The dimensions
+ qb:component [ qb:dimension eg:refArea; qb:order 1 ];
+ qb:component [ qb:dimension eg:refPeriod; qb:order 2 ];
+ qb:component [ qb:dimension sdmx-dimension:sex; qb:order 3 ];
+ # The measure(s)
+ qb:component [ qb:measure eg:lifeExpectancy];
+ # The attributes
+ qb:component [ qb:attribute sdmx-attribute:unitMeasure;
+ qb:componentRequired "true"^^xsd:boolean;
+ qb:componentAttachment qb:DataSet; ] .</pre></div>
+
+<p>Note that we have given the data structure definition (DSD) a URI since it will be
+ reused across different datasets with the same structure. Similarly the component properties
+ themselves can be reused across different DSDs. However, the component specifications
+ are only useful within the scope of a particular DSD and so we have chosen to represent
+ them using blank nodes.
+</p>
+</section>
+
+
+<section id="dsd-mm" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dsd-mm"><span class="secno">6.5 </span>Handling multiple measures</h3>
+
+<p>Our example data set is relatively simple in having a single observable (in this case "life expectancy")
+ that is being measured. In other data sets there can be multiple measures. These measures
+ may be of similar nature (e.g. a data set on local government performance might provide
+ multiple different performance indicators for each region) or quite different (e.g. a data set
+ on trades might provide quantity, value, weight for each trade).</p>
+
+<p>There are two approaches to representing multiple measures supported by the Data Cube vocabulary.</p>
+
+<p>In the first approach each observation records a single observed value for one measure.
+We introduce an additional dimension whose value indicates the measure being conveyed by
+each observation. This <em>measure dimension</em> approach is the one supported by the SDMX information model. </p>
+
+<p>In the second approach a single observation can provide values for multiple different measures.
+This is particularly appropriate in cases where each of those values relates to a single
+observational event such as a multi-spectral sensor measurement. This <em>multi-measure</em>
+approach is commonly used in applications such as Business Intelligence and OLAP.</p>
+
+<p>The Data Cube vocabulary permits either representation approach to be used though they cannot be mixed
+ within the same data set. </p>
+
+<p>Both representation approaches require
+ that, for every point in the space of dimensions for which there is
+ an observation, a value must be given for every measure. In the
+ case of multi-measure observations each measure must be
+ present on each observation. In cubes which use a measure dimension
+ there are sets of observations for each populated point in the
+ cube and within each of those sets there must be an observation giving each measure.</p>
+
+
+<section id="dsd-mm-obs" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h4 aria-level="3" role="heading" id="h4_dsd-mm-obs">Multi-measure observations</h4>
+
+<p> This approach allows multiple observed values to be attached
+ to an individual observation. It is suited to representation of things like sensor data and OLAP cubes.
+ To use this representation you simply declare multiple <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code> components
+ in the data structure definition and attach an instance of each property to the observations within
+ the data set.</p>
+
+<p>For example, if we have a set of shipment data containing unit count and total weight for each
+ shipment then we might have a data structure definition such as:</p>
+<div class="example"><div class="example-title"><span>Example 5</span></div><pre class="example">eg:dsd1 a qb:DataStructureDefinition;
+ rdfs:comment "shipments by time (multiple measures approach)"@en;
+ qb:component
+ [ qb:dimension sdmx-dimension:refTime; ],
+ [ qb:measure eg-measure:quantity; ],
+ [ qb:measure eg-measure:weight; ] . </pre></div>
+
+<p>This would correspond to individual observations such as:</p>
+<div class="example"><div class="example-title"><span>Example 6</span></div><pre class="example">eg:dataset1 a qb:DataSet;
+ qb:structure eg:dsd1 .
+
+eg:obs1a a qb:Observation;
+ qb:dataSet eg:dataset1;
+ sdmx-dimension:refTime "2010-07-30"^^xsd:date;
+ eg-measure:weight 1.3 ;
+ eg-measure:quantity 42 ;
+ . </pre></div>
+
+<p>Note that one limitation of the multi-measure approach is that it is not possible to attach
+ an attribute to a single observed value. An attribute attached to the observation instance
+ will apply to the whole observation (e.g. to indicate who made the observation). Attributes
+ can also be attached directly to the <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code> itself (e.g. to indicate
+ the <em>unit of measure</em> for that measure) but that attachment applies to the whole data
+ set (indeed any data set using that measure property) and cannot vary for different observations.
+ For applications where this limitation is a problem then use the <em>measure dimension</em> approach.</p>
+</section>
+
+
+<section id="dsd-mm-dim" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h4 aria-level="3" role="heading" id="h4_dsd-mm-dim"><dfn id="dfn-measure-dimension">Measure dimension</dfn></h4>
+
+<p>This approach restricts observations to having a single measured value but allows
+ a data set to carry multiple measures by adding an extra dimension, a <em>measure dimension</em>.
+ The value of the measure dimension denotes which particular measure is being conveyed by the
+ observation. This is the representation approach used within SDMX and an extension vocabulary
+ could introduce a sub-class of <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> which enforces
+ such a single-measure restriction.</p>
+
+<p>To use this representation you declare an additional dimension within the data structure
+ definition to play the role of the measure dimension. For use within the Data Cube vocabulary
+ we provide a single distinguished component for this purpose -- <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code>.
+ An extension vocabulary could generalize this through the provision of roles to
+ identify concepts which
+ act as measure types, enabling other measure dimensions to be declared.
+</p>
+
+ <p>
+ In the special case of using <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> as the measure dimension, the set of allowed
+ measures is assumed to be those measures declared within the DSD. There is no need to
+ define a separate code list or enumerated class to duplicate this information.
+ Thus, <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> is a “magic” dimension
+ property with an implicit code list. This notion of an implicit
+ code list for <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> is a small divergence
+ from SDMX usage.</p>
+
+<p>The data structure definition for our above example, using this representation approach, would then be:</p>
+<div class="example"><div class="example-title"><span>Example 7</span></div><pre class="example">eg:dsd2 a qb:DataStructureDefinition;
+ rdfs:comment "shipments by time (measure dimension approach)"@en;
+ qb:component
+ [ qb:dimension sdmx-dimension:refTime; ],
+ [ qb:measure eg-measure:quantity; ],
+ [ qb:measure eg-measure:weight; ],
+ [ qb:dimension qb:measureType; ] . </pre></div>
+
+<p>This would correspond to individual observations such as:</p>
+<div class="example"><div class="example-title"><span>Example 8</span></div><pre class="example">eg:dataset2 a qb:DataSet;
+ qb:structure eg:dsd2 .
+
+eg:obs2a a qb:Observation;
+ qb:dataSet eg:dataset2;
+ sdmx-dimension:refTime "2010-07-30"^^xsd:date;
+ qb:measureType eg-measure:weight ;
+ eg-measure:weight 1.3 .
+
+eg:obs2b a qb:Observation;
+ qb:dataSet eg:dataset2;
+ sdmx-dimension:refTime "30-07-2010"^^xsd:date;
+ qb:measureType eg-measure:quantity ;
+ eg-measure:quantity 42 . </pre></div>
+
+
+<p>Note the duplication of having the measure property show up both as the property that
+ carries the measured value, and as the value of the measure dimension. We accept
+ this duplication as necessary to ensure the uniform cube/dimension mechanism and
+ a uniform way of declaring and using measure properties on all kinds of datasets.</p><p>
+
+</p><p>Those familiar with SDMX should also note that in the RDF representation there is
+ no need for a separate "primary measure" which subsumes each of the individual
+ measures, those individual measures are used directly. Extension vocabularies
+ could address the round-tripping of the SDMX primary measure by use of a
+ separate annotation on the data structure definition.
+</p></section>
+
+</section>
+
+</section>
+
+
+<section id="datasets" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_datasets"><span class="secno">7. </span>Expressing data sets</h2>
+
+<section id="dataset-basic" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_dataset-basic"><span class="secno">7.1 </span>Data sets and observations</h3>
+
+<p>A resource representing the entire data set is created and typed as <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> and
+ linked to the corresponding data structure definition via the <code><a href="#dfn-qb-structure" class="internalDFN">qb:structure</a></code> property.</p>
+
+<p><strong>Pitfall</strong>: Note the capitalization of <code>qb:<strong>D</strong>ata<strong>S</strong>et</code>,
+which differs from the capitalization in other vocabularies, such as
+<a href="http://semanticweb.org/wiki/VoiD">void:Dataset</a> and <a href="http://www.w3.org/egov/wiki/Data_Catalog_Vocabulary">dcat:Dataset</a>. This unusual capitalization is chosen for compatibility
+with the SDMX standard. The same applies to the related property <code>qb:data<strong>S</strong>et</code>.</p>
+
+<p>Each observation is represented as an instance of type <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>.
+ In the basic case then values for each of the attributes, dimensions and measurements are attached directly to the observation (remember
+ that these components are all RDF properties). The observation is linked to the containing
+ data set using the <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:dataSet</a></code> property. </p>
+
+<p>Thus for our running example we might expect to have:</p>
+
+<div class="example"><div class="example-title"><span>Example 9</span></div><pre class="example">eg:dataset-le1 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le ;
+ .
+
+eg:o1 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>This <a href="#dfn-normalized" class="internalDFN">normalized</a> structure makes it easy to query and combine data sets
+ but there is some redundancy here. For example, the unit of measure for the
+ life expectancy is uniform across the whole data set and does not change between
+ observations. To cater for situations like this the Data Cube vocabulary allows components
+ to be attached at a high level in the nested structure. Indeed if we re-examine our
+ original Data Structure Declaration we see that we declared the unit of measure to be
+ attached at the data set level. So an shortened version of the example is:</p>
+
+<div class="example"><div class="example-title"><span>Example 10</span></div><pre class="example">eg:dataset-le1 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ .
+
+eg:o1 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3 a qb:Observation;
+ qb:dataSet eg:dataset-le1 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>In a data set containing just observations with no intervening structure then each observation
+ must have a complete set of dimension values, along with all the measure values. If the
+ set is structured by using slices then further abbreviation is possible, as discussed
+ in the next section.</p>
+</section>
+
+
+<section id="slices" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_slices"><span class="secno">7.2 </span>Slices and groups of observations</h3>
+
+<p>Slices allow us to group subsets of observations together. This is not intended
+ to represent arbitrary selections from the observations but uniform slices
+ through the cube in which one or more of the dimension values are fixed.</p>
+
+<p>Slices may be used for a number of reasons:</p>
+<ul>
+ <li>to guide consuming applications in how to present the data (e.g. to organize
+ data as a set of time series);</li>
+ <li>to provide an identity (URI) for the slice to enable it to be annotated or externally referenced;</li>
+ <li>to reduce the verbosity of the data set by only stating each fixed dimensional value once.</li>
+</ul>
+
+<p>To illustrate the use of slices let us group the sample data set into geographic series.
+ That will enable us to refer to e.g. "male life expectancy observations for 2004-2006"
+ and guide applications to present a comparative chart across regions. </p>
+
+<p>We first define the structure of the slices we want by associating a "slice key" with the
+ data structure definition. This is done by creating a <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code> to
+ list the component properties (which must be dimensions) which will be fixed in the
+ slice. The key is attached to the DSD using <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:sliceKey</a></code>. For example: </p>
+
+<div class="example"><div class="example-title"><span>Example 11</span></div><pre class="example">eg:sliceByRegion a qb:SliceKey;
+ rdfs:label "slice by region"@en;
+ rdfs:comment "Slice by grouping regions together, fixing sex and time values"@en;
+ qb:componentProperty eg:refPeriod, sdmx-dimension:sex .
+
+eg:dsd-le-slice1 a qb:DataStructureDefinition;
+ qb:component
+ [ qb:dimension eg:refArea; qb:order 1 ],
+ [ qb:dimension eg:refPeriod; qb:order 2 ],
+ [ qb:dimension sdmx-dimension:sex; qb:order 3 ],
+ [ qb:measure eg:lifeExpectancy];
+ [qb:attribute sdmx-attribute:unitMeasure; qb:componentAttachment qb:DataSet; ] ;
+ qb:sliceKey eg:sliceByRegion .</pre></div>
+
+<p>In the instance data then slices are represented by instances of <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> which
+ link to the observations in the slice via <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:observation</a></code> and to the key by means
+ of <code><a href="#dfn-qb-slicestructure" class="internalDFN">qb:sliceStructure</a></code>. Data sets indicate
+ the slices they contain by means of <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:slice</a></code>. Thus in our example we would have:</p>
+
+<div class="example"><div class="example-title"><span>Example 12</span></div><pre class="example">eg:dataset-le2 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le-slice2 ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ qb:slice eg:slice2;
+ .
+
+eg:slice2 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o1b, eg:o2b, eg:o3b, ... .
+
+eg:o1b a qb:Observation;
+ qb:dataSet eg:dataset-le2 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2b a qb:Observation;
+ qb:dataSet eg:dataset-le2 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3b a qb:Observation;
+ qb:dataSet eg:dataset-le2 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>Note that here we are still repeating the dimension values on the individual observations.
+This normalized representation means that a consuming application can still query
+for observed values uniformly without having to first parse the data structure
+definition and search for slice definitions. If it is desired, this redundancy can be reduced
+by declaring different attachment levels for the dimensions. For example:
+</p>
+<div class="example"><div class="example-title"><span>Example 13</span></div><pre class="example">eg:dsd-le-slice3 a qb:DataStructureDefinition;
+ qb:component
+ [ qb:dimension eg:refArea; qb:order 1 ];
+ [ qb:dimension eg:refPeriod; qb:order 2; qb:componentAttachment qb:Slice ];
+ [ qb:dimension sdmx-dimension:sex; qb:order 3; qb:componentAttachment qb:Slice ];
+ [ qb:measure eg:lifeExpectancy];
+ [ qb:attribute sdmx-attribute:unitMeasure; qb:componentAttachment qb:DataSet; ] ;
+ qb:sliceKey eg:sliceByRegion .
+
+eg:dataset-le3 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ qb:structure eg:dsd-le-slice3 ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ qb:slice eg:slice3 ;
+ .
+
+eg:slice3 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o1c, eg:o2c, eg:o3c, ... .
+
+eg:o1c a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o2c a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o3c a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+...</pre></div>
+
+<p>There are also situations in which a publisher wishes to group a set of observations
+together for ease of access or presentation purposes but where that set is not defined
+by simply fixing a set of dimension values. For example, in
+ representing weather observations it can be desirable to group
+ together the latest observation available from each station even though
+ each observation may have been taken at a different time.
+ For those situations the Data Cube vocabulary supports
+<code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>. A <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code> can contain an arbitrary
+collection of observations. A <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> is a special case of a <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>.
+
+</p></section>
+
+</section>
+
+
+<section id="schemes" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_schemes"><span class="secno">8. </span>Concept schemes and code lists</h2>
+
+<section id="schemes-intro" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-intro"><span class="secno">8.1 </span>Coded values for components properties</h3>
+
+<p>The values for dimensions within a data set must be unambiguously
+ defined. They may be typed values (e.g. <code>xsd:dateTime</code> for time instances)
+ or codes drawn from some code list. Similarly, many attributes
+ used in data sets represent coded values from some controlled term list rather
+ than free text descriptions. In the Data Cube vocabulary such codes are
+ represented by URI references in the usual RDF fashion.</p>
+
+<p>Sometimes
+ appropriate URI sets already exist for the relevant dimensions (e.g. the representations
+ of area and time periods in our running example). In other cases the data set being
+ converted may use controlled terms from some scheme which does not yet have
+ associated URIs. In those cases we recommend use of SKOS, representing
+ the individual code values using <code>skos:Concept</code> and the overall
+ set of admissible values using <code>skos:ConceptScheme</code> or <code>skos:Collection</code>.</p>
+
+<p>We illustrate this with an example drawn from the translation of the SDMX COG
+ code list for gender, as used already in our worked example. The relevant subset of this code list is:</p>
+
+<div class="example"><div class="example-title"><span>Example 14</span></div><pre class="example">sdmx-code:sex a skos:ConceptScheme;
+ skos:prefLabel "Code list for Sex (SEX) - codelist scheme"@en;
+ rdfs:label "Code list for Sex (SEX) - codelist scheme"@en;
+ skos:notation "CL_SEX";
+ skos:note "This code list provides the gender."@en;
+ skos:definition <http://sdmx.org/wp-content/uploads/2009/01/02_sdmx_cog_annex_2_cl_2009.pdf> ;
+ rdfs:seeAlso sdmx-code:Sex ;
+ sdmx-code:sex skos:hasTopConcept sdmx-code:sex-F ;
+ sdmx-code:sex skos:hasTopConcept sdmx-code:sex-M .
+
+sdmx-code:Sex a rdfs:Class, owl:Class;
+ rdfs:subClassOf skos:Concept ;
+ rdfs:label "Code list for Sex (SEX) - codelist class"@en;
+ rdfs:comment "This code list provides the gender."@en;
+ rdfs:seeAlso sdmx-code:sex .
+
+sdmx-code:sex-F a skos:Concept, sdmx-code:Sex;
+ skos:topConceptOf sdmx-code:sex;
+ skos:prefLabel "Female"@en ;
+ skos:notation "F" ;
+ skos:inScheme sdmx-code:sex .
+
+sdmx-code:sex-M a skos:Concept, sdmx-code:Sex;
+ skos:topConceptOf sdmx-code:sex;
+ skos:prefLabel "Male"@en ;
+ skos:notation "M" ;
+ skos:inScheme sdmx-code:sex .</pre></div>
+
+<p><code>skos:prefLabel</code> is used to give a name to the code,
+<code>skos:note</code> gives a description and <code>skos:notation</code> can be used
+to record a short form code which might appear in other serializations.
+The SKOS specification [<cite><a class="bibref" href="#bib-SKOS-REFERENCE">SKOS-REFERENCE</a></cite>] recommends the generation of a custom datatype for
+each use of <code>skos:notation</code> but here the notation is not intended for use
+within RDF encodings, it merely documents the notation used in other representations
+(which do not use such a datatype).</p>
+
+<p>It is convenient and good practice when developing a code list to also
+create a Class to denote all the codes within the code
+list, irrespective of hierarchical structure. This allows the range of an
+<code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code> to be defined by using <code>rdfs:range</code>
+which then permits standard RDF closed-world checkers to validate use of the
+code list without requiring custom SDMX-RDF-aware tooling. We do that in the
+above example by using the common convention that the class name is the
+same as that of the concept scheme but with leading upper case.</p>
+
+<p>This code list can then be associated with a coded property, such as a dimension:</p>
+
+<div class="example"><div class="example-title"><span>Example 15</span></div><pre class="example">eg:sex a qb:DimensionProperty, qb:CodedProperty;
+ qb:codeList sdmx-code:sex ;
+ rdfs:range sdmx-code:Sex .</pre></div>
+
+<p>Explicitly declaring the code list using <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code>
+ is not mandatory but can be helpful in those cases where a concept scheme has been defined.</p>
+</section>
+
+<section id="schemes-hierarchy" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-hierarchy"><span class="secno">8.2 </span>Hierarchical code lists</h3>
+
+<p>In some cases code lists have a hierarchical structure. In particular, this is
+used in SDMX when the data cube includes aggregations of data values
+(e.g. aggregating a measure across geographic regions).
+Hierarchical code lists <em class="rfc2119" title="SHOULD">SHOULD</em> be represented using the
+<code>skos:narrower</code> relationship, or a sub-property of it,
+to link from the <code>skos:hasTopConcept</code>
+codes down through the tree or lattice of child codes.
+In some publishing tool chains the corresponding transitive closure
+<code>skos:narrowerTransitive</code> will be automatically inferred.
+The use of <code>skos:narrower</code> makes it possible to declare new
+concept schemes which extend an existing scheme by adding additional aggregation layers on top.
+All items are linked to the scheme via <code>skos:inScheme</code>.</p>
+</section>
+
+<section id="schemes-hierarchy-nonskos" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-hierarchy-nonskos"><span class="secno">8.3 </span>Non-SKOS hierarchies</h3>
+
+<p>It is sometimes convenient to be able to specify a hierarchical arrangement of
+concepts other than through the use of the SKOS relation <code>skos:narrower</code>.
+There are several situations where this is useful, for example:</p>
+
+<ul>
+<li>In some cases publishers wish to be able to reuse existing reference data as their
+code lists. This particularly occurs where a geographic or admin-geographic hierarchy
+is already maintained by a separate authority but which uses non-SKOS containment or part-of relationships.</li>
+<li>Where such maintained reference data is to be reused there can be multiple hierarchies which relate
+the same codes. In particular a set of geographic entities may participate in both a geographic-containment hierarchy
+and an administrative hierarchy which do not precisely align. </li>
+</ul>
+
+<p>The Data Cube vocabulary supports this situation through the <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> class.
+An instance of <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> defines a set of root concepts in the hierarchy
+(<code><a href="#dfn-qb-hierarchyroot" class="internalDFN">qb:hierarchyRoot</a></code>) and a parent-to-child relationship (<code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code>) which
+links a term in the hierarchy to its immediate sub-terms. </p>
+
+<p>Thus a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>
+is similar to a <code>skos:ConceptScheme</code> in which <code><a href="#dfn-qb-hierarchyroot" class="internalDFN">qb:hierarchyRoot</a></code> plays the same
+role as <code>skos:hasTopConcept</code>, and the value of <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> plays
+the same role as <code>skos:narrower</code>. In the case where a code
+ list is already available as a SKOS concept scheme or collection, or
+ could reasonable me made so, then those <em class="rfc2119" title="SHOULD">SHOULD</em> be used
+ directly. <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> is provided
+ for cases where the
+terms are not available as SKOS but are available in some other RDF representation suitable for reuse.
+</p>
+
+<p>For example, the Ordnance Survey of Great Britain publishes a geographic hierarchy which has
+eleven roots (European Regions such as Wales, Scotland, the South West) and uses a spatial relations
+ontology to define a containment hierarchy. This could be represented as a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> using the following.</p>
+
+<div class="example"><div class="example-title"><span>Example 16</span></div><pre class="example">@prefix spatial: <http://data.ordnancesurvey.co.uk/ontology/spatialrelations/> .
+
+eg:GBgeoHierarchy a qb:HierarchicalCodeList;
+ rdfs:label "Geographic Hierarchy for Great Britain"@en;
+ qb:hierarchyRoot
+ <http://data.ordnancesurvey.co.uk/id/7000000000041427>, # South West
+ <http://data.ordnancesurvey.co.uk/id/7000000000041426>, # West Midlands
+ <http://data.ordnancesurvey.co.uk/id/7000000000041421>, # South East
+ <http://data.ordnancesurvey.co.uk/id/7000000000041430>, # Yorkshire & the Humber
+ <http://data.ordnancesurvey.co.uk/id/7000000000041423>, # East Midlands
+ <http://data.ordnancesurvey.co.uk/id/7000000000041425>, # Eastern
+ <http://data.ordnancesurvey.co.uk/id/7000000000041428>, # London
+ <http://data.ordnancesurvey.co.uk/id/7000000000041431>, # North West
+ <http://data.ordnancesurvey.co.uk/id/7000000000041422>, # North East
+ <http://data.ordnancesurvey.co.uk/id/7000000000041424>, # Wales
+ <http://data.ordnancesurvey.co.uk/id/7000000000041429>; # Scotland
+ qb:parentChildProperty spatial:contains;
+ .
+
+eg:geoDimension a qb:DimensionProperty ;
+ qb:codeList eg:GBgeoHierarchy .</pre></div>
+
+<p>Note that in some cases the hierarchy to be reused may only have a
+ property relating child concepts to parent concepts. This situation
+ is handled by declaring
+ the <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> to be
+ the <code>owl:inverseOf</code> of the child-to-parent property. For
+ example:</p>
+
+<div class="example"><div class="example-title"><span>Example 17</span></div><pre class="example">@prefix spatial: <http://data.ordnancesurvey.co.uk/ontology/spatialrelations/> .
+
+eg:GBgeoHierarchy a qb:HierarchicalCodeList;
+ qb:parentChildProperty [owl:inverseOf spatial:within] .</pre></div>
+
+<p>Future extensions of Data Cube may support additional sub classes
+ of <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>, for example to
+ declare hierarchies in which each parent is a disjoint union of its children.</p>
+
+</section>
+
+<section id="schemes-aggregation" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_schemes-aggregation"><span class="secno">8.4 </span>Aggregation</h3>
+
+<p>The use of SKOS, or non-SKOS, hierarchies makes it possible to publish aggregated
+statistics for the non-leaf concepts in the hierarchy. The Data Cube vocabulary itself imposes
+no constraints on how such aggregation is done. Indeed in statistical applications the
+appropriate statistical corrections to make to aggregated values may be non-trivial and dependent on
+the data and precise analysis methodology. Similarly in other
+ applications such as OLAP a number of different aggregation operators are commonly used.
+</p>
+
+<p>Vocabulary terms to represent the aggregation operations employed within a given dataset, and how one dataset
+might be derived from another, are not supported in this version of the Data Cube specification. This
+area may be addressed by future extensions to Data Cube.</p>
+</section>
+
+</section>
+
+
+<section id="metadata" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_metadata"><span class="secno">9. </span>DataSet metadata</h2>
+
+<p>DataSets should be marked up with metadata to support discovery, presentation and
+ processing. Dublin Core Terms [<cite><a class="bibref" href="#bib-DC11">DC11</a></cite>] <em class="rfc2119" title="SHOULD">SHOULD</em> be used
+ for representing the key metadata annotations commonly needed for
+ DataSets. The RDFS terms for display label (<code>rdfs:label</code>)
+ descriptive comment (<code>rdfs:comment</code>) <em class="rfc2119" title="SHOULD">SHOULD</em> be given as
+ well for compatibility with earlier versions of Data Cube and common
+ RDF practice.
+</p>
+
+<p>The recommend core set of metadata terms is:</p>
+<ul>
+ <li><code>dct:title</code></li>
+ <li><code>rdfs:label</code> - may be same as <code>dct:title</code></li>
+ <li><code>dct:description</code></li>
+ <li><code>rdfs:comment</code> - may be same as <code>dct:description</code></li>
+ <li><code>dct:issued</code></li>
+ <li><code>dct:modified</code></li>
+ <li><code>dct:subject</code></li>
+ <li><code>dct:publisher</code></li>
+ <li><code>dct:license</code></li>
+</ul>
+
+<p>Other documents, notably [<cite><a class="bibref" href="#bib-DCAT">DCAT</a></cite>], provide additional
+ recommendations for metadata terms for data sets
+ which may be used for describing Data Cube DataSets.</p>
+
+<section id="metadata-categorization" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_metadata-categorization"><span class="secno">9.1 </span>Categorizing a data set</h3>
+
+<p>Publishers of statistics often categorize their data sets into different statistical
+domains, such as <em>Education</em>, <em>Labour</em>, or <em>Transportation</em>.
+We encourage use of <code>dct:subject</code> to record such a classification of
+a whole data set.
+The classification terms can include coarse grained classifications, such
+as the List of Subject-matter Domains from the SDMX Content-oriented Guidelines,
+and fine grained classifications to support discovery of data sets.</p>
+
+<p>The classification schemes are typically represented using the SKOS vocabulary. For
+convenience the SMDX Subject-matter Domains have been encoded as a SKOS concept scheme
+at <a href="http://purl.org/linked-data/sdmx/2009/subject">http://purl.org/linked-data/sdmx/2009/subject#</a>.</p>
+
+<p>Thus our sample dataset might be marked up by:</p>
+
+<div class="example"><div class="example-title"><span>Example 18</span></div><pre class="example">eg:dataset1 a qb:DataSet;
+ rdfs:label "Life expectancy"@en;
+ dct:title "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:description "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:issued "2010-08-11"^^xsd:date;
+ dct:subject
+ sdmx-subject:3.2 , # regional and small area statistics
+ sdmx-subject:1.4 , # Health
+ ex:wales; # Wales
+ ...</pre></div>
+
+<p>where <code>eg:Wales</code> is a <code>skos:Concept</code> drawn from an appropriate controlled
+vocabulary for places.</p>
+</section>
+
+
+<section id="metadata-publishers" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_metadata-publishers"><span class="secno">9.2 </span>Describing publishers</h3>
+
+<p>The organization that publishes a dataset should be recorded as part of the dataset metadata.
+Again we recommend use of the Dublin Core term <code>dct:publisher</code> for this.
+The organization should be represented as an instance of <code>foaf:Agent</code>, or
+some more specific subclass such as <code>org:Organization</code> [<cite><a class="bibref" href="#bib-ORG">ORG</a></cite>].</p>
+
+<div class="example"><div class="example-title"><span>Example 19</span></div><pre class="example">eg:dataset1 a qb:DataSet;
+ dct:publisher <http://example.com/meta#organization> .
+
+<http://example.com/meta#organization> a org:Organization, foaf:Agent;
+ rdfs:label "Example org" . </pre></div>
+
+<p>Extension vocabularies may provide additional metadata properties and may impose
+ constraints on what metadata must be provided.</p>
+</section>
+
+</section>
+
+<section id="normalize" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_normalize"><span class="secno">10. </span>Abbreviated and normalized data cubes</h2>
+
+<p>In normal form then the <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>s which
+make up a Data Cube have property values for each of the required
+dimensions, attributes and measures as declared in the associated data
+structure definition. This form for a Data Cube is
+termed <em><dfn id="dfn-normalized">normalized</dfn></em>. It is a convenient format for
+querying data and makes it possible to write uniform queries which
+extract sets of observations, including from across multiple
+cubes. However, the verbosity of a fully normalized representation
+incurs overheads in transmission and storage of Data Cubes which may
+be problematic in some settings. Note that abbreviated form is
+ provided as an option and there is requirement that it be used. In
+ many settings standard compression techniques can eliminate much of the
+ overhead of normalized form.
+</p>
+
+<p>To address this the Data Cube vocabulary supports a notion of
+an <em><dfn id="dfn-abbreviated">abbreviated</dfn></em> format in which component
+properties may be <em><dfn id="dfn-attached">attached</dfn></em> to other levels in the
+Data Cube. Specifically they may be attached to
+a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> or <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>.
+In those cases the attached property is taken to be applied to all
+the <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> instances associated with that
+attachment point. For illustration
+see <a href="#attachment-example">example 4</a> in which the unit of
+measure is declared as to be attached to the whole data set and need
+not be repeated for every observation.</p>
+
+<p>It is also possible to attach attributes to a <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>
+ in which case the attribute is intended to apply only to that property and not
+ to the observations in which that property occurs.</p>
+
+<section id="normalize-algorithm" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_normalize-algorithm"><span class="secno">10.1 </span>Normalization algorithm</h3>
+
+<div class="note"><div class="note-title" aria-level="3" role="heading" id="h_note_1"><span>Note</span></div><div class="">
+This section is At Risk. The working group believes this formulation to
+be correct and compatible with earlier versions of the Data Cube vocabulary.
+However as a new addition it has not received as much
+scrutiny as other parts of the specification. If problems are uncovered
+during the Candidate Recommendation process the working group may retract all or part of this section.
+</div></div>
+
+<p>We define these notions by means of a transformation algorithm
+ which can normalize an abbreviated Data Cube. We express this transformation using the SPARQL 1.1
+ Update language [<cite><a class="bibref" href="#bib-sparql11-update">sparql11-update</a></cite>]. Use of this notation does not imply that
+ the transformation must be implemented this way. Information
+ exchanges using Data Cube may retain data in abbreviated form and
+ use other techniques such as query rewriting to ease access, may
+ implement the normalization algorithm by other means or may handle
+ all data in normalized form or any mix of these.</p>
+
+
+<p>The normalization algorithm comprises two sets of SPARQL Update
+ operations which should be applied in turn to a SPARQL Dataset in which the
+ default graph contains the Data Cube RDF graph to be normalized.</p>
+
+<p>The first update operation performs selective type and property closure
+ operations. These serve two purposes. They ensure
+ that <code>rdf:type</code> assertions on instances
+ of <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> and <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>
+ may be omitted in an abbreviated Data Cube. They also simplify
+ the second set of update operations by expanding
+ the sub properties of <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ (specifically <code><a href="#dfn-qb-dimension" class="internalDFN">qb:dimension</a></code>, <code><a href="#dfn-qb-measure" class="internalDFN">qb:measure</a></code>
+ and <code><a href="#dfn-qb-attribute" class="internalDFN">qb:attribute</a></code>).</p>
+
+<table class="bordered-table">
+ <thead>
+ <tr><th>Phase 1: Type and property closure</th></tr>
+ </thead>
+ <tbody><tr><td>
+<pre>PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX qb: <http://purl.org/linked-data/cube#>
+
+INSERT {
+ ?o rdf:type qb:Observation .
+} WHERE {
+ [] qb:observation ?o .
+};
+
+INSERT {
+ ?o rdf:type qb:Observation .
+ ?ds rdf:type qb:DataSet .
+} WHERE {
+ ?o qb:dataSet ?ds .
+};
+
+INSERT {
+ ?s rdf:type qb:Slice .
+} WHERE {
+ [] qb:slice ?s.
+};
+
+INSERT {
+ ?cs qb:componentProperty ?p .
+ ?p rdf:type qb:DimensionProperty .
+} WHERE {
+ ?cs qb:dimension ?p .
+};
+
+INSERT {
+ ?cs qb:componentProperty ?p .
+ ?p rdf:type qb:MeasureProperty .
+} WHERE {
+ ?cs qb:measure ?p .
+};
+
+INSERT {
+ ?cs qb:componentProperty ?p .
+ ?p rdf:type qb:AttributeProperty .
+} WHERE {
+ ?cs qb:attribute ?p .
+}
+</pre>
+ </td></tr></tbody>
+</table>
+
+
+<p>These closure operations are implied by the RDFS semantics of the
+ Data Cube vocabulary. Data Cube processors <em class="rfc2119" title="MAY">MAY</em> apply full RDFS
+ closure in place of the update operation defined here.</p>
+
+<p>The second update operation checks the components of the data
+ structure definition of the data set for declared attachment levels.
+ For each of the possible attachments levels it looks for occurrences
+ of that component to be pushed down to the corresponding
+ observations.
+</p>
+
+<table class="bordered-table">
+ <thead>
+ <tr><th>Phase 2: Push down attachment levels</th></tr>
+ </thead>
+ <tbody><tr><td>
+<pre>PREFIX qb: <http://purl.org/linked-data/cube#>
+
+# Dataset attachments
+INSERT {
+ ?obs ?comp ?value
+} WHERE {
+ ?spec qb:componentProperty ?comp ;
+ qb:componentAttachment qb:DataSet .
+ ?dataset qb:structure [qb:component ?spec];
+ ?comp ?value .
+ ?obs qb:dataSet ?dataset.
+};
+
+# Slice attachments
+INSERT {
+ ?obs ?comp ?value
+} WHERE {
+ ?spec qb:componentProperty ?comp;
+ qb:componentAttachment qb:Slice .
+ ?dataset qb:structure [qb:component ?spec];
+ qb:slice ?slice .
+ ?slice ?comp ?value;
+ qb:observation ?obs .
+};
+
+# Dimension values on slices
+INSERT {
+ ?obs ?comp ?value
+} WHERE {
+ ?spec qb:componentProperty ?comp .
+ ?comp a qb:DimensionProperty .
+ ?dataset qb:structure [qb:component ?spec];
+ qb:slice ?slice .
+ ?slice ?comp ?value;
+ qb:observation ?obs .
+}
+</pre>
+ </td></tr></tbody>
+</table>
+
+
+</section>
+
+</section>
+
+<section id="wf" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_wf"><span class="secno">11. </span>Well-formed cubes</h2>
+
+<div class="note"><div class="note-title" aria-level="2" role="heading" id="h_note_2"><span>Note</span></div><div class="">
+This section is At Risk. The working group believes these criteria to
+be correct and compatible with earlier versions of the Data Cube vocabulary.
+However as a new addition they have not received as much
+scrutiny as other parts of the specification. If problems are uncovered
+during the Candidate Recommendation process the working group may retract all or part of this section.
+</div></div>
+
+<p>An instance of an RDF Data Cube should conform to a set of
+ integrity constraints which we define in this section.</p>
+
+<p>A <dfn id="dfn-well-formed">well-formed</dfn> RDF Data Cube is an a RDF graph describing
+ one or more instances of <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> for which
+ each of the integrity checks defined here passes.</p>
+
+<p>A <dfn id="dfn-well-formed-abbreviated">well-formed abbreviated</dfn> RDF Data Cube is an a RDF
+ graph which, when expanded using
+ the <a href="#normalize-algorithm">normalization algorithm</a>,
+ yields a <a href="#dfn-well-formed" class="internalDFN">well-formed</a> RDF Data Cube.</p>
+
+<section id="wf-rules" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_wf-rules"><span class="secno">11.1 </span>Integrity constraints</h3>
+
+<p>Each integrity constraint is expressed as narrative prose and, where possible, a SPARQL
+ [<cite><a class="bibref" href="#bib-sparql11-query">sparql11-query</a></cite>] ASK query or query template. If the ASK query is applied to an RDF graph then it
+ will return <em>true</em> if that graph contains one or more Data Cube instances which
+ violate the corresponding constraint.
+</p>
+<p>
+ Using SPARQL queries to
+ express the integrity constraints does not imply that integrity
+ checking must be performed this way. Implementations are free
+ to use alternative query formulations or alternative implementation
+ techniques to perform equivalent checks. </p>
+
+<p>Each integrity constraint query assumes the following set of prefix bindings:</p>
+<pre>PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX skos: <http://www.w3.org/2004/02/skos/core#>
+PREFIX qb: <http://purl.org/linked-data/cube#>
+PREFIX xsd: <http://www.w3.org/2001/XMLSchema#>
+PREFIX owl: <http://www.w3.org/2002/07/owl#>
+</pre>
+
+<p>The complete set of constraints is listed below.</p>
+
+<h3 id="ic-0">IC-0. Datatype consistency</h3>
+<p>
+The RDF graph must be consistent under RDF D-entailment [<cite><a class="bibref" href="#bib-RDF-MT">RDF-MT</a></cite>]
+using a datatype map containing all the datatypes used within the graph.
+</p>
+
+<h3 id="ic-1">IC-1. Unique DataSet</h3>
+<p>
+Every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> has exactly one associated <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Check observation has a data set
+ ?obs a qb:Observation .
+ FILTER NOT EXISTS { ?obs qb:dataSet ?dataset1 . }
+ } UNION {
+ # Check has just one data set
+ ?obs a qb:Observation ;
+ qb:dataSet ?dataset1, ?dataset2 .
+ FILTER (?dataset1 != ?dataset2)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-2">IC-2. Unique DSD</h3>
+<p>
+Every <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> has exactly one associated <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Check dataset has a dsd
+ ?dataset a qb:DataSet .
+ FILTER NOT EXISTS { ?dataset qb:structure ?dsd . }
+ } UNION {
+ # Check has just one dsd
+ ?dataset a qb:DataSet ;
+ qb:structure ?dsd1, ?dsd2 .
+ FILTER (?dsd1 != ?dsd2)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-3">IC-3. DSD includes measure</h3>
+<p>
+Every <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> must include at least one declared measure.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dsd a qb:DataStructureDefinition .
+ FILTER NOT EXISTS { ?dsd qb:component [qb:componentProperty [a qb:MeasureProperty]] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-4">IC-4. Dimensions have range</h3>
+<p>
+Every dimension declared in a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> must have a declared <code>rdfs:range</code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dim a qb:DimensionProperty .
+ FILTER NOT EXISTS { ?dim rdfs:range [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-5">IC-5. Concept dimensions have code lists</h3>
+<p>
+Every dimension with range <code>skos:Concept</code> must have a <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dim a qb:DimensionProperty ;
+ rdfs:range skos:Concept .
+ FILTER NOT EXISTS { ?dim qb:codeList [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-6">IC-6. Only attributes may be optional</h3>
+<p>
+The only components of
+a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code> that may be marked as
+optional, using <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code> are attributes.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dsd qb:component ?componentSpec .
+ ?componentSpec qb:componentRequired "false"^^xsd:boolean ;
+ qb:componentProperty ?component .
+ FILTER NOT EXISTS { ?component a qb:AttributeProperty }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-7">IC-7. Slice Keys must be declared</h3>
+<p>
+Every <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code> must be associated with a <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?sliceKey a qb:SliceKey .
+ FILTER NOT EXISTS { [a qb:DataStructureDefinition] qb:sliceKey ?sliceKey }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-8">IC-8. Slice Keys consistent with DSD</h3>
+<p>
+Every <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code> on a <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code> must also be declared as a <code><a href="#dfn-qb-component" class="internalDFN">qb:component</a></code> of the associated <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?slicekey a qb:SliceKey;
+ qb:componentProperty ?prop .
+ ?dsd qb:sliceKey ?slicekey .
+ FILTER NOT EXISTS { ?dsd qb:component [qb:componentProperty ?prop] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-9">IC-9. Unique slice structure</h3>
+<p>
+Each <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> must have exactly one associated <code><a href="#dfn-qb-slicestructure" class="internalDFN">qb:sliceStructure</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Slice has a key
+ ?slice a qb:Slice .
+ FILTER NOT EXISTS { ?slice qb:sliceStructure ?key }
+ } UNION {
+ # Slice has just one key
+ ?slice a qb:Slice ;
+ qb:sliceStructure ?key1, ?key2;
+ FILTER (?key1 != ?key2)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+
+<h3 id="ic-10">IC-10. Slice dimensions complete</h3>
+<p>
+Every <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> must have a value for every dimension declared in its <code><a href="#dfn-qb-slicestructure" class="internalDFN">qb:sliceStructure</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?slice qb:sliceStructure [qb:componentProperty ?dim] .
+ FILTER NOT EXISTS { ?slice ?dim [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-11">IC-11. All dimensions required</h3>
+<p>
+Every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> has a value for each dimension declared in its associated <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty;
+ FILTER NOT EXISTS { ?obs ?dim [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-12">IC-12. No duplicate observations</h3>
+<p>
+No two <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>s in the same <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> may have the same value for all dimensions.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ FILTER( ?allEqual )
+ {
+ # For each pair of observations test if all the dimension values are the same
+ SELECT (MIN(?equal) AS ?allEqual) WHERE {
+ ?obs1 qb:dataSet ?dataset .
+ ?obs2 qb:dataSet ?dataset .
+ FILTER (?obs1 != ?obs2)
+ ?dataset qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty .
+ ?obs1 ?dim ?value1 .
+ ?obs2 ?dim ?value2 .
+ BIND( ?value1 = ?value2 AS ?equal)
+ } GROUP BY ?obs1 ?obs2
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-13">IC-13. Required attributes</h3>
+<p>
+Every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> has a value for each declared attribute that is marked as required.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component ?component .
+ ?component qb:componentRequired "true"^^xsd:boolean ;
+ qb:componentProperty ?attr .
+ FILTER NOT EXISTS { ?obs ?attr [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-14">IC-14. All measures present</h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which does not use a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then each individual <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must have a value for every declared measure.
+</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ # Observation in a non-measureType cube
+ ?obs qb:dataSet/qb:structure ?dsd .
+ FILTER NOT EXISTS { ?dsd qb:component/qb:componentProperty qb:measureType }
+
+ # verify every measure is present
+ ?dsd qb:component/qb:componentProperty ?measure .
+ ?measure a qb:MeasureProperty;
+ FILTER NOT EXISTS { ?obs ?measure [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-15">IC-15. Measure dimension consistent</h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which uses a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then each <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must have a value for the measure corresponding to its given <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code>.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ # Observation in a measureType-cube
+ ?obs qb:dataSet/qb:structure ?dsd ;
+ qb:measureType ?measure .
+ ?dsd qb:component/qb:componentProperty qb:measureType .
+ # Must have value for its measureType
+ FILTER NOT EXISTS { ?obs ?measure [] }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-16">IC-16. Single measure on measure dimension observation</h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which uses a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then each <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must only have a value for one measure (by IC-15 this will be the measure corresponding to its <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code>).
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ # Observation with measureType
+ ?obs qb:dataSet/qb:structure ?dsd ;
+ qb:measureType ?measure ;
+ ?omeasure [] .
+ # Any measure on the observation
+ ?dsd qb:component/qb:componentProperty qb:measureType ;
+ qb:component/qb:componentProperty ?omeasure .
+ ?omeasure a qb:MeasureProperty .
+ # Must be the same as the measureType
+ FILTER (?omeasure != ?measure)
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-17">IC-17. All measures present in measures dimension cube </h3>
+<p>
+In a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> which uses a <a href="#dfn-measure-dimension" class="internalDFN">Measure dimension</a> then if there is a Observation for some combination of non-measure dimensions then there must be other Observations with the same non-measure dimension values for each of the declared measures.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ {
+ # Count number of other measures found at each point
+ SELECT ?numMeasures (COUNT(?obs2) AS ?count) WHERE {
+ {
+ # Find the DSDs and check how many measures they have
+ SELECT ?dsd (COUNT(?m) AS ?numMeasures) WHERE {
+ ?dsd qb:component/qb:componentProperty ?m.
+ ?m a qb:MeasureProperty .
+ } GROUP BY ?dsd
+ }
+
+ # Observation in measureType cube
+ ?obs1 qb:dataSet/qb:structure ?dsd;
+ qb:dataSet ?dataset ;
+ qb:measureType ?m1 .
+
+ # Other observation at same dimension value
+ ?obs2 qb:dataSet ?dataset ;
+ qb:measureType ?m2 .
+ FILTER NOT EXISTS {
+ ?dsd qb:component/qb:componentProperty ?dim .
+ FILTER (?dim != qb:measureType)
+ ?dim a qb:DimensionProperty .
+ ?obs1 ?dim ?v1 .
+ ?obs2 ?dim ?v2.
+ FILTER (?v1 != ?v2)
+ }
+
+ } GROUP BY ?obs1 ?numMeasures
+ HAVING (?count != ?numMeasures)
+ }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-18">IC-18. Consistent data set links</h3>
+<p>
+If a <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> D has a <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:slice</a></code> S, and S has an <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:observation</a></code> O, then the <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:dataSet</a></code> corresponding to O must be D.
+</p>
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?dataset qb:slice ?slice .
+ ?slice qb:observation ?obs .
+ FILTER NOT EXISTS { ?obs qb:dataSet ?dataset . }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-19">IC-19. Codes from code list</h3>
+<p>
+If a dimension property has a <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code>, then the value of the dimension property on every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code> must be in the code list.
+</p>
+<p>The following integrity check queries must be applied to an RDF graph which contains the
+definition of the code list as well as the Data Cube to be checked. In the case
+of a <code>skos:ConceptScheme</code> then each concept must be linked to the scheme using
+<code>skos:inScheme</code>. In the case of a <code>skos:Collection</code> then the
+collection must link to each concept (or to nested collections) using <code>skos:member</code>. If the
+collection uses <code>skos:memberList</code> then the entailment of <code>skos:member</code>
+values defined by <a href="http://www.w3.org/TR/2009/REC-skos-reference-20090818/#S36">S36</a>
+in [<cite><a class="bibref" href="#bib-SKOS-REFERENCE">SKOS-REFERENCE</a></cite>] must be materialized before this check is applied. </p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a skos:ConceptScheme .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?v a skos:Concept ; skos:inScheme ?list }
+}
+
+ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a skos:Collection .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?v a skos:Concept . ?list skos:member+ ?v }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-20">IC-20. Codes from hierarchy</h3>
+<p>
+If a dimension property has
+a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> with a
+non-blank <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> then the value of
+that dimension property on every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+must be reachable from a root of the hierarchy using zero or more hops along the <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> links.
+</p>
+<p>
+This check cannot be made by a simple fixed SPARQL query. Instead a
+query template is supplied.
+An instance of the template should be generated
+for each <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> which has an IRI
+value for its <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code>.
+That is for each binding of <code>?p</code> in the following
+instantiation query:</p>
+<pre>SELECT ?p WHERE {
+ ?hierarchy a qb:HierarchicalCodeList ;
+ qb:parentChildProperty ?p .
+ FILTER ( isIRI(?p) )
+}
+</pre>
+
+<p>The template is then instantiated by replacing the
+ string <code>$p</code> by the IRI found by the
+ instantiation query. The template is:</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a qb:HierarchicalCodeList .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?list qb:hierarchyRoot/<$p>* ?v }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+<h3 id="ic-21">IC-21. Codes from hierarchy (inverse)</h3>
+<p>
+If a dimension property has
+a <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> with an
+inverse <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> then the value of
+that dimension property on every <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+must be reachable from a root of the hierarchy using zero or more hops along the inverse <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code> links.
+</p>
+
+<p>
+This check cannot be made by a simple fixed SPARQL query. Instead a
+query template is supplied.
+An instance of the template should be generated
+for each <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> which has a blank-node
+value for its <code><a href="#dfn-qb-parentchildproperty" class="internalDFN">qb:parentChildProperty</a></code>, with an
+associated inverse property.
+That is for each binding of <code>?p</code> in the following
+instantiation query:</p>
+<pre>SELECT ?p WHERE {
+ ?hierarchy a qb:HierarchicalCodeList;
+ qb:parentChildProperty ?pcp .
+ FILTER( isBlank(?pcp) )
+ ?pcp owl:inverseOf ?p .
+ FILTER( isIRI(?p) )
+}
+</pre>
+
+<p>The template is then instantiated by replacing the
+ string <code>$p</code> by the IRI found by the
+ instantiation query. The template is:</p>
+
+<table class="bordered-table">
+ <tbody>
+ <tr><td><pre>ASK {
+ ?obs qb:dataSet/qb:structure/qb:component/qb:componentProperty ?dim .
+ ?dim a qb:DimensionProperty ;
+ qb:codeList ?list .
+ ?list a qb:HierarchicalCodeList .
+ ?obs ?dim ?v .
+ FILTER NOT EXISTS { ?list qb:hierarchyRoot/(^<$p>)* ?v }
+}
+ </pre></td></tr>
+ </tbody>
+</table>
+
+</section>
+
+</section>
+
+<section id="vocab-reference" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_vocab-reference"><span class="secno">12. </span>Vocabulary reference</h2>
+
+
+<section id="reference-datasets" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-datasets"><span class="secno">12.1 </span>DataSets</h3>
+
+<p><em>See Section <a href="#datasets">Expressing data sets</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_DataSet">
+ <em>Class:</em> <code><dfn id="dfn-qb-dataset">qb:DataSet</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>
+ <em>Equivalent to: </em>
+ <code>scovo:Dataset</code>
+ </dt>
+ <dd>Represents a collection of observations, possibly organized into various slices, conforming to some common dimensional structure.</dd>
+</dl>
+</section>
+
+
+<section id="reference-observations" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-observations"><span class="secno">12.2 </span>Observations</h3>
+<p><em>See Section <a href="#datasets">Expressing data sets</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_Observation">
+ <em>Class:</em> <code><dfn id="dfn-qb-observation">qb:Observation</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>
+ <em>Equivalent to: </em>
+ <code>scovo:Item</code>
+ </dt>
+ <dd>A single observation in the cube, may have one or more associated measured values.</dd>
+
+ <dt id="ref_qb_dataSet_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-dataset-1">qb:dataSet</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>
+ )
+ </dt>
+ <dd>Indicates the data set of which this observation is a part.</dd>
+
+ <dt id="ref_qb_observation_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-observation-1">qb:observation</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>
+ )
+ </dt>
+ <dd>Indicates a observation contained within this slice of the data set.</dd>
+</dl>
+</section>
+
+
+<section id="reference-slices" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-slices"><span class="secno">12.3 </span>Slices</h3>
+<p><em>See Section <a href="#slices">Slices</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_ObservationGroup">
+ <em>Class:</em> <code><dfn id="dfn-qb-observationgroup">qb:ObservationGroup</dfn></code>
+ </dt>
+ <dd>A, possibly arbitrary, group of observations.</dd>
+
+
+ <dt id="ref_qb_Slice">
+ <em>Class:</em> <code><dfn id="dfn-qb-slice">qb:Slice</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code>,
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>
+ </dt>
+ <dd>Denotes a subset of a DataSet defined by fixing a subset of the dimensional values, component properties on the Slice.</dd>
+
+ <dt id="ref_qb_slice_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-slice-1">qb:slice</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>;
+ <em>sub property of:</em>
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:observationGroup</a></code>
+ )
+ </dt>
+ <dd>Indicates a subset of a DataSet defined by fixing a subset of the dimensional values.</dd>
+
+ <dt id="ref_qb_observationGroup">
+ <em>Property:</em> <code><dfn id="dfn-qb-observationgroup-1">qb:observationGroup</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>
+ )
+ </dt>
+ <dd>Indicates a group of observations. The domain of this property is left open so that a group may be attached to different resources and need not be restricted to a single DataSet.</dd>
+
+</dl>
+</section>
+
+
+<section id="reference-components" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-components"><span class="secno">12.4 </span>Dimensions, Attributes, Measures</h3>
+<p><em>See Section <a href="#dsd-dimensions">Dimensions, attributes and measures</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_Attachable">
+ <em>Class:</em> <code><dfn id="dfn-qb-attachable">qb:Attachable</dfn></code>
+ </dt>
+ <dd>Abstract superclass for everything that can have attributes and dimensions.</dd>
+
+ <dt id="ref_qb_ComponentProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-componentproperty">qb:ComponentProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code>rdf:Property</code>
+ </dt>
+ <dd>Abstract super-class of all properties representing dimensions, attributes or measures.</dd>
+
+ <dt id="ref_qb_DimensionProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-dimensionproperty">qb:DimensionProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>,
+ <code><a href="#dfn-qb-codedproperty" class="internalDFN">qb:CodedProperty</a></code>
+ </dt>
+ <dd>The class of component properties which represent the dimensions of the cube.</dd>
+
+ <dt id="ref_qb_AttributeProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-attributeproperty">qb:AttributeProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ </dt>
+ <dd>The class of component properties which represent attributes of observations in the cube, e.g. unit of measurement.</dd>
+
+ <dt id="ref_qb_MeasureProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-measureproperty">qb:MeasureProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ </dt>
+ <dd>The class of component properties which represent the measured value of the phenomenon being observed.</dd>
+
+ <dt id="ref_qb_CodedProperty">
+ <em>Class:</em> <code><dfn id="dfn-qb-codedproperty">qb:CodedProperty</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ </dt>
+ <dd>Superclass of all coded component properties.</dd>
+</dl>
+</section>
+
+
+<section id="reference-component-properties" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-component-properties"><span class="secno">12.5 </span>Reusable general purpose component properties</h3>
+<p><em>See Section <a href="#dsd-mm-dim">Measure dimensions</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_measureType">
+ <em>Property:</em> <code><dfn id="dfn-qb-measuretype">qb:measureType</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>
+ )
+ </dt>
+ <dd>Generic measure dimension, the value of this dimension indicates which measure (from the set of measures in the DSD) is being given by the observation.</dd>
+</dl>
+</section>
+
+
+<section id="reference-dsd" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-dsd"><span class="secno">12.6 </span>Data Structure Definitions</h3>
+<p><em>See Section <a href="#dsd-dsd">ComponentSpecifications and DataStructureDefinitions</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_DataStructureDefinition">
+ <em>Class:</em> <code><dfn id="dfn-qb-datastructuredefinition">qb:DataStructureDefinition</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ </dt>
+ <dd>Defines the structure of a DataSet or slice.</dd>
+
+ <dt id="ref_qb_structure">
+ <em>Property:</em> <code><dfn id="dfn-qb-structure">qb:structure</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>
+ )
+ </dt>
+ <dd>Indicates the structure to which this data set conforms</dd>
+
+ <dt id="ref_qb_component">
+ <em>Property:</em> <code><dfn id="dfn-qb-component">qb:component</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ )
+ </dt>
+ <dd>Indicates a component specification which is included in the structure of the dataset.</dd>
+</dl>
+</section>
+
+
+<section id="reference-compspec" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-compspec"><span class="secno">12.7 </span>Component specifications - for qualifying component use in a DSD</h3>
+<p><em>See Section <a href="#dsd-dsd">ComponentSpecifications and DataStructureDefinitions</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_ComponentSpecification">
+ <em>Class:</em> <code><dfn id="dfn-qb-componentspecification">qb:ComponentSpecification</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ </dt>
+ <dd>Used to define properties of a component (attribute, dimension etc) which are specific to its usage in a DSD.</dd>
+
+ <dt id="ref_qb_ComponentSet">
+ <em>Class:</em> <code><dfn id="dfn-qb-componentset">qb:ComponentSet</dfn></code>
+ </dt>
+ <dd>Abstract class of things which reference one or more ComponentProperties</dd>
+
+ <dt id="ref_qb_componentProperty_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-componentproperty-1">qb:componentProperty</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ )
+ </dt>
+ <dd>Indicates a ComponentProperty (i.e. attribute/dimension) expected on a DataSet, or a dimension fixed in a SliceKey.</dd>
+
+ <dt id="ref_qb_order">
+ <em>Property:</em> <code><dfn id="dfn-qb-order">qb:order</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ -> <em>Range:</em>
+ <code>xsd:int</code>
+ )
+ </dt>
+ <dd>Indicates a priority order for the components of sets with this structure, used to guide presentations - lower order numbers come before higher numbers, un-numbered components come last.</dd>
+
+ <dt id="ref_qb_componentRequired">
+ <em>Property:</em> <code><dfn id="dfn-qb-componentrequired">qb:componentRequired</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ -> <em>Range:</em>
+ <code>xsd:boolean</code>
+ )
+ </dt>
+ <dd>Indicates whether a component property is required (true) or optional (false) in the context of a DSD. Only applicable
+ to components corresponding to an attribute. Defaults to false (optional).</dd>
+
+ <dt id="ref_qb_componentAttachment">
+ <em>Property:</em> <code><dfn id="dfn-qb-componentattachment">qb:componentAttachment</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentspecification" class="internalDFN">qb:ComponentSpecification</a></code>
+ -> <em>Range:</em>
+ <code>rdfs:Class</code>
+ )
+ </dt>
+ <dd>Indicates the level at which the component property should be attached, this might be an qb:DataSet, qb:Slice or qb:Observation, or a qb:MeasureProperty.</dd>
+
+ <dt id="ref_qb_dimension">
+ <em>Property:</em> <code><dfn id="dfn-qb-dimension">qb:dimension</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-dimensionproperty" class="internalDFN">qb:DimensionProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a dimension.</dd>
+
+ <dt id="ref_qb_measure">
+ <em>Property:</em> <code><dfn id="dfn-qb-measure">qb:measure</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-measureproperty" class="internalDFN">qb:MeasureProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a measure.</dd>
+
+ <dt id="ref_qb_attribute">
+ <em>Property:</em> <code><dfn id="dfn-qb-attribute">qb:attribute</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-attributeproperty" class="internalDFN">qb:AttributeProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a attribute.</dd>
+
+ <dt id="ref_qb_measureDimension">
+ <em>Property:</em> <code><dfn id="dfn-qb-measuredimension">qb:measureDimension</dfn></code>
+ ( <em>Domain:</em>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-dimensionproperty" class="internalDFN">qb:DimensionProperty</a></code>
+ ; <em>sub property of: </em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:componentProperty</a></code>
+ )
+ </dt>
+ <dd>An alternative to qb:componentProperty which makes explicit that the component is a measure dimension.</dd>
+</dl>
+</section>
+
+
+<section id="reference-slice-definitions" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-slice-definitions"><span class="secno">12.8 </span>Slice definitions</h3>
+<p><em>See Section <a href="#slices">Slices</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_SliceKey">
+ <em>Class:</em> <code><dfn id="dfn-qb-slicekey">qb:SliceKey</dfn></code>
+ <em>Sub class of: </em>
+ <code><a href="#dfn-qb-componentset" class="internalDFN">qb:ComponentSet</a></code>
+ </dt>
+ <dd>Denotes a subset of the component properties of a DataSet which are fixed in the corresponding slices.</dd>
+
+ <dt id="ref_qb_sliceStructure">
+ <em>Property:</em> <code><dfn id="dfn-qb-slicestructure">qb:sliceStructure</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code>
+ )
+ </dt>
+ <dd>Indicates the slice key corresponding to this slice.</dd>
+
+ <dt id="ref_qb_sliceKey_LC">
+ <em>Property:</em> <code><dfn id="dfn-qb-slicekey-1">qb:sliceKey</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-datastructuredefinition" class="internalDFN">qb:DataStructureDefinition</a></code>
+ -> <em>Range:</em>
+ <code><a href="#dfn-qb-slicekey-1" class="internalDFN">qb:SliceKey</a></code>
+ )
+ </dt>
+ <dd>Indicates a slice key which is used for slices in this dataset.</dd>
+</dl>
+</section>
+
+
+<section id="reference-concepts" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-concepts"><span class="secno">12.9 </span>Concepts</h3>
+<p><em>See Section <a href="#schemes">Concept schemes and code lists</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_concept">
+ <em>Property:</em> <code><dfn id="dfn-qb-concept">qb:concept</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-componentproperty-1" class="internalDFN">qb:ComponentProperty</a></code>
+ -> <em>Range:</em>
+ <code>skos:Concept</code>
+ )
+ </dt>
+ <dd>Gives the concept which is being measured or indicated by a ComponentProperty.</dd>
+
+ <dt id="ref_qb_codeList">
+ <em>Property:</em> <code><dfn id="dfn-qb-codelist">qb:codeList</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-codedproperty" class="internalDFN">qb:CodedProperty</a></code>
+ -> <em>Range:</em>
+ <code>owl:unionOf(skos:ConceptScheme skos:Collection qb:HierarchicalCodeList)</code>
+ )
+ </dt>
+ <dd>Gives the code list associated with a CodedProperty.</dd>
+</dl></section>
+
+<section id="reference-nonskos-hierarchy" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<h3 aria-level="2" role="heading" id="h3_reference-nonskos-hierarchy"><span class="secno">12.10 </span>Non-SKOS Hierarchies</h3>
+<p><em>See Section <a href="#schemes-hierarchy-nonskos">Non-SKOS hierarchies</a>.</em></p>
+
+<dl class="vocab_reference">
+
+ <dt id="ref_qb_HierarchicalCodeList">
+ <em>Class:</em> <code><dfn id="dfn-qb-hierarchicalcodelist">qb:HierarchicalCodeList</dfn></code>
+ </dt>
+ <dd>Represents a generalized hierarchy of concepts which can be used for coding. The hierarchy is defined by one or more roots together with a property which relates concepts in the hierarchy to their child concept . The same concepts may be members of multiple hierarchies provided that different qb:parentChildProperty values are used for each hierarchy.</dd>
+ <dt id="ref_qb_hierarchyRoot">
+ <em>Property:</em> <code><dfn id="dfn-qb-hierarchyroot">qb:hierarchyRoot</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>
+ )
+ </dt>
+ <dd>Specifies a root of the hierarchy. A hierarchy may have multiple roots but must have at least one. </dd>
+
+ <dt id="ref_qb_parentChildProperty">
+ <em>Property:</em> <code><dfn id="dfn-qb-parentchildproperty">qb:parentChildProperty</dfn></code>
+ ( <em>Domain:</em>
+ <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code>
+ -> <em>Range:</em>
+ <code>rdf:Property</code>
+ )
+ </dt>
+ <dd>Specifies a property which relates a parent concept in the hierarchy to a child concept. Note that a child may have more than one parent.</dd>
+
+</dl>
+</section>
+
+</section>
+
+
+<section id="acknowledgements" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_acknowledgements"><span class="secno">A. </span>Acknowledgements</h2>
+
+<p>This work is based on a collaboration that was initiated in a
+workshop on Publishing statistical datasets in SDMX and the semantic
+web, hosted by ONS in Sunningdale, United Kingdom in February 2010 and
+continued at the ODaF 2010 workshop in Tilburg. The authors would like
+to thank all the participants at those workshops for their input into
+this work but especially Arofan Gregory for his patient
+explanations of SDMX and insight in the need and requirements
+for a core Data Cube representation.</p>
+
+<p>The editors would like to thank John Sheridan for his comments,
+suggestions and support for the original work.</p>
+
+<p>Many individuals provided valuable comments on this specification
+as it made its way through the <abbr title="World Wide Web Consortium">W3C</abbr> process. We would like to
+especially acknowledge the contributions of
+Benedikt Kaempgen, Sarven Capadisli and Curran Kelleher.</p>
+
+</section>
+
+<section id="change-history" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_change-history"><span class="secno">B. </span>Change history </h2>
+
+<p>Changes
+ since <a href="http://www.w3.org/TR/2013/CR-vocab-data-cube-20130625/"><abbr title="World Wide Web Consortium">W3C</abbr>
+ Candidate Recommendation 25 June 2013</a>:</p>
+
+<ul>
+ <li>Added namespace, and links to vocabulary file, to the Abstract for ease of reference.</li>
+ <li>Added missing closure rule to infer <code>rdf:type</code> of <code><a href="#dfn-qb-dataset-1" class="internalDFN">qb:DataSet</a></code> from
+ its use in a <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:Observation</a></code>.</li>
+ <li>Corrected mis-statement of domain of <code>qb:sliceKey</code>
+ in the reference section (was correct in the rest of the specification).</li>
+ <li>Corrected typo in statement of IC-8.</li>
+ <li>Minor typographical corrections.</li>
+ <li>Updated references.</li>
+</ul>
+
+<p>Changes
+ since <a href="http://www.w3.org/TR/2013/WD-vocab-data-cube-20130312/"><abbr title="World Wide Web Consortium">W3C</abbr>
+ Last Call Working Draft 12 March 2013</a>:</p>
+
+<ul>
+ <li>Section 1. Modified diagram to clarify that <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> is a sub
+ class of <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code> </li>
+ <li>Section 5.1. Moved description of data set here for greater
+ clarity, was in section 7.</li>
+ <li>Section 6.2. Further clarified the status of COG RDF vocabularies.</li>
+ <li>Example 6.3. Retitled for clarity.</li>
+ <li>Section 6.4, corrected "with multiple observations" to "with
+ multiple measures".</li>
+ <li>Section 6.4. Added mention of <code><a href="#dfn-qb-attachable" class="internalDFN">qb:Attachable</a></code> (previously only
+ mentioned in the vocabulary reference).</li>
+ <li>Section 6.5. Rewritten description of handling of multiple
+ measures for greater clarity.</li>
+ <li>Section 6.5.2. Removed reference to "SDMX-in-RDF vocabulary"
+ which is not part of this specification.</li>
+ <li>Section 6.5.2 clarified that the special nature of
+ <code><a href="#dfn-qb-measuretype" class="internalDFN">qb:measureType</a></code> is a divergence from SDMX.</li>
+ <li>Section 7. Change terminology from "internal and external
+ metadata" to "structural and reference" metadata for compatibility
+ with SDMX terminology.</li>
+ <li>Section 8.2. Clarified that sub properties of <code>skos:narrower</code> may
+ be used.</li>
+ <li>Section 8.3. Removed third bullet on the motivation for
+ <code><a href="#dfn-qb-hierarchicalcodelist" class="internalDFN">qb:HierarchicalCodeList</a></code> (exhaustivity and mutual exclusion).</li>
+ <li>Added reference to SDMX User Guide as additional background context.</li>
+ <li>Added complete example Data Cube as an appendix, providing a
+ link to it from earlier on in the document.
+ </li><li>Section 10. Clarified that abbreviated form is an option, and
+ there is no requirement to use it in place of normalized form.</li>
+ <li>Section 12.2. Corrected domain of <code><a href="#dfn-qb-observation-1" class="internalDFN">qb:observation</a></code> from <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code> to
+ <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code>, was given correctly in the ontology and text
+ body but was mis-stated in the reference section.</li>
+ <li>References. Updated ORG reference.</li>
+ <li>Various typographical corrections.</li>
+</ul>
+
+<p>Changes since <a href="http://www.w3.org/TR/2012/WD-vocab-data-cube-20120405/"><abbr title="World Wide Web Consortium">W3C</abbr> Working Draft 5 April 2012</a>:</p>
+
+<ul>
+ <li>Added <a href="#wf">section</a> on criteria for well-formed cubes. <a href="http://www.w3.org/2011/gld/track/issues/29">ISSUE-29</a></li>
+ <li>Added <a href="#normalize">section</a> on normalization algorithm
+ for handling abbreviated cubes.</li>
+ <li>Added <a href="#conformance">conformance section</a>.
+ </li><li>Clarified that <code><a href="#dfn-qb-componentrequired" class="internalDFN">qb:componentRequired</a></code> is only applicable to
+ attributes and that it defaults to optional.</li>
+ <li>Moved vocabulary reference into the normative body of the specification, adding hyperlinks for all qb: terms.</li>
+ <li>Added <a href="#schemes-hierarchy-nonskos">section</a> on non-skos hierarchies. <a href="http://www.w3.org/2011/gld/track/issues/31">ISSUE-31</a>.</li>
+ <li>Added <a href="#schemes-aggregation">note</a> that aggregation operations and inter-cube relations are out of scope for this version. <a href="http://www.w3.org/2011/gld/track/issues/30">ISSUE-30</a>.</li>
+ <li>Added <code><a href="#dfn-qb-observationgroup-1" class="internalDFN">qb:ObservationGroup</a></code> as a generalization of <code><a href="#dfn-qb-slice-1" class="internalDFN">qb:Slice</a></code>. <a href="http://www.w3.org/2011/gld/track/issues/33">ISSUE-33</a>.</li>
+ <li>Removed <code>qb:subSlice</code> as being problematic in how
+ they interact with attachment levels. <a href="http://www.w3.org/2011/gld/track/issues/34">ISSUE-34</a>.</li>
+ <li>Generalized range of <code><a href="#dfn-qb-codelist" class="internalDFN">qb:codeList</a></code> to allow <code>skos:Collection</code>. <a href="http://www.w3.org/2011/gld/track/issues/39">ISSUE-39</a>.</li>
+ <li>Moved namespace definitions to a normative <a href="#namespaces">section</a> within the body of the specification.</li>
+ <li>Moved Jeni Tennison from being listed as an author to being a
+ contributor. </li>
+</ul>
+
+
+</section>
+
+<section id="full-example" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+
+<!--OddPage--><h2 aria-level="1" role="heading" id="h2_full-example"><span class="secno">C. </span>Complete example Data Cube</h2>
+
+<p>This is a complete Data Cube encoding of the running example
+ introduced in <a href="#example">section 5.4</a>.
+ It uses the abbreviated format so that it can be concisely
+ presented. It passes all the integrity checks (when the
+ declaration of <code>sdmx-dimension:sex</code> is included
+ from <a href="http://purl.org/linked-data/sdmx/2009/dimension">http://purl.org/linked-data/sdmx/2009/dimension</a>)
+ and so is a well-formed abbreviated Data Cube.
+ </p>
+
+<pre>@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
+@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
+@prefix owl: <http://www.w3.org/2002/07/owl#> .
+@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
+@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
+@prefix void: <http://rdfs.org/ns/void#> .
+@prefix dct: <http://purl.org/dc/terms/> .
+@prefix foaf: <http://xmlns.com/foaf/0.1/> .
+@prefix org: <http://www.w3.org/ns/org#> .
+@prefix admingeo: <http://data.ordnancesurvey.co.uk/ontology/admingeo/> .
+@prefix interval: <http://reference.data.gov.uk/def/intervals/> .
+
+@prefix qb: <http://purl.org/linked-data/cube#> .
+
+@prefix sdmx-concept: <http://purl.org/linked-data/sdmx/2009/concept#> .
+@prefix sdmx-dimension: <http://purl.org/linked-data/sdmx/2009/dimension#> .
+@prefix sdmx-attribute: <http://purl.org/linked-data/sdmx/2009/attribute#> .
+@prefix sdmx-measure: <http://purl.org/linked-data/sdmx/2009/measure#> .
+@prefix sdmx-metadata: <http://purl.org/linked-data/sdmx/2009/metadata#> .
+@prefix sdmx-code: <http://purl.org/linked-data/sdmx/2009/code#> .
+@prefix sdmx-subject: <http://purl.org/linked-data/sdmx/2009/subject#> .
+
+@prefix ex-geo: <http://example.org/geo#> .
+@prefix eg: <http://example.org/ns#> .
+
+# -- Data Set --------------------------------------------
+
+eg:dataset-le3 a qb:DataSet;
+ dct:title "Life expectancy"@en;
+ rdfs:label "Life expectancy"@en;
+ rdfs:comment "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:description "Life expectancy within Welsh Unitary authorities - extracted from Stats Wales"@en;
+ dct:publisher eg:organization ;
+ dct:issued "2010-08-11"^^xsd:date;
+ dct:subject
+ sdmx-subject:3.2 , # regional and small area statistics
+ sdmx-subject:1.4 , # Health
+ ex-geo:wales; # Wales
+ qb:structure eg:dsd-le3 ;
+ sdmx-attribute:unitMeasure <http://dbpedia.org/resource/Year> ;
+ qb:slice eg:slice1, eg:slice2, eg:slice3, eg:slice4, eg:slice5, eg:slice6 ;
+ .
+
+eg:organization a org:Organization, foaf:Agent;
+ rdfs:label "Example org"@en .
+
+# -- Data structure definition ----------------------------
+
+eg:dsd-le3 a qb:DataStructureDefinition;
+ qb:component
+ # The dimensions
+ [ qb:dimension eg:refArea; qb:order 1 ],
+ [ qb:dimension eg:refPeriod; qb:order 2; qb:componentAttachment qb:Slice ],
+ [ qb:dimension sdmx-dimension:sex; qb:order 3; qb:componentAttachment qb:Slice ];
+
+ # The measure(s)
+ qb:component [ qb:measure eg:lifeExpectancy];
+
+ # The attributes
+ qb:component [ qb:attribute sdmx-attribute:unitMeasure;
+ qb:componentRequired "true"^^xsd:boolean;
+ qb:componentAttachment qb:DataSet; ] ;
+
+ # slices
+ qb:sliceKey eg:sliceByRegion ;
+ .
+
+eg:sliceByRegion a qb:SliceKey;
+ rdfs:label "slice by region"@en;
+ rdfs:comment "Slice by grouping regions together, fixing sex and time values"@en;
+ qb:componentProperty eg:refPeriod, sdmx-dimension:sex ;
+ .
+
+# -- Dimensions and measures ----------------------------
+
+eg:refPeriod a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference period"@en;
+ rdfs:subPropertyOf sdmx-dimension:refPeriod;
+ rdfs:range interval:Interval;
+ qb:concept sdmx-concept:refPeriod ;
+ .
+
+
+eg:refArea a rdf:Property, qb:DimensionProperty;
+ rdfs:label "reference area"@en;
+ rdfs:subPropertyOf sdmx-dimension:refArea;
+ rdfs:range admingeo:UnitaryAuthority;
+ qb:concept sdmx-concept:refArea ;
+ .
+
+eg:lifeExpectancy a rdf:Property, qb:MeasureProperty;
+ rdfs:label "life expectancy"@en;
+ rdfs:subPropertyOf sdmx-measure:obsValue;
+ rdfs:range xsd:decimal ;
+ .
+
+# -- Observations -----------------------------------------
+
+# Column 1
+
+eg:slice1 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o11, eg:o12, eg:o13, eg:o14 ;
+ .
+
+eg:o11 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 76.7 ;
+ .
+
+eg:o12 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o13 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+eg:o14 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 75.5 ;
+ .
+
+# Column 2
+
+eg:slice2 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2004-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-F ;
+ qb:observation eg:o21, eg:o22, eg:o23, eg:o24 ;
+ .
+
+eg:o21 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 80.7 ;
+ .
+
+eg:o22 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 83.3 ;
+ .
+
+eg:o23 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 81.3 ;
+ .
+
+eg:o24 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 79.1 ;
+ .
+
+# Column 3
+
+eg:slice3 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2005-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o31, eg:o32, eg:o33, eg:o34 ;
+ .
+
+eg:o31 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 77.1 ;
+ .
+
+eg:o32 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.6 ;
+ .
+
+eg:o33 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.5 ;
+ .
+
+eg:o34 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 75.5 ;
+ .
+
+# Column 4
+
+eg:slice4 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2005-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-F ;
+ qb:observation eg:o41, eg:o42, eg:o43, eg:o44 ;
+ .
+
+eg:o41 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 80.9 ;
+ .
+
+eg:o42 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 83.7 ;
+ .
+
+eg:o43 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 81.5 ;
+ .
+
+eg:o44 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 79.4 ;
+ .
+
+# Column 5
+
+eg:slice5 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2006-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-M ;
+ qb:observation eg:o51, eg:o52, eg:o53, eg:o54 ;
+ .
+
+eg:o51 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 77.0 ;
+ .
+
+eg:o52 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 78.7 ;
+ .
+
+eg:o53 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 76.6 ;
+ .
+
+eg:o54 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 74.9 ;
+ .
+
+# Column 6
+
+eg:slice6 a qb:Slice;
+ qb:sliceStructure eg:sliceByRegion ;
+ eg:refPeriod <http://reference.data.gov.uk/id/gregorian-interval/2006-01-01T00:00:00/P3Y> ;
+ sdmx-dimension:sex sdmx-code:sex-F ;
+ qb:observation eg:o61, eg:o62, eg:o63, eg:o64 ;
+ .
+
+eg:o61 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:newport_00pr ;
+ eg:lifeExpectancy 81.5 ;
+ .
+
+eg:o62 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:cardiff_00pt ;
+ eg:lifeExpectancy 83.4 ;
+ .
+
+eg:o63 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:monmouthshire_00pp ;
+ eg:lifeExpectancy 81.7 ;
+ .
+
+eg:o64 a qb:Observation;
+ qb:dataSet eg:dataset-le3 ;
+ eg:refArea ex-geo:merthyr_tdfil_00ph ;
+ eg:lifeExpectancy 79.6 ;
+ .
+</pre>
+
+</section>
+
+<section id="references_section" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter">
+</section>
+
+
+
+<section id="references" class="appendix" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><!--OddPage--><h2 aria-level="1" role="heading" id="h2_references"><span class="secno">D. </span>References</h2><section id="normative-references" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h3 aria-level="2" role="heading" id="h3_normative-references"><span class="secno">D.1 </span>Normative references</h3><dl class="bibliography" about=""><dt id="bib-DC11">[DC11]</dt><dd rel="dcterms:requires">Dublin Core metadata initiative. <a href="http://dublincore.org/documents/dcmi-terms/"><cite>Dublin Core metadata element set, version 1.1</cite></a>. July 1999. Dublin Core recommendation. URL: <a href="http://dublincore.org/documents/dcmi-terms/">http://dublincore.org/documents/dcmi-terms/</a>
+</dd><dt id="bib-OWL2-PRIMER">[OWL2-PRIMER]</dt><dd rel="dcterms:requires">Pascal Hitzler; Markus Krötzsch; Bijan Parsia; Peter Patel-Schneider; Sebastian Rudolph. <a href="http://www.w3.org/TR/owl2-primer/"><cite>OWL 2 Web Ontology Language Primer (Second Edition)</cite></a>. 11 December 2012. W3C Recommendation. URL: <a href="http://www.w3.org/TR/owl2-primer/">http://www.w3.org/TR/owl2-primer/</a>
+</dd><dt id="bib-RDF-CONCEPTS">[RDF-CONCEPTS]</dt><dd rel="dcterms:requires">Graham Klyne; Jeremy Carroll. <a href="http://www.w3.org/TR/rdf-concepts/"><cite>Resource Description Framework (RDF): Concepts and Abstract Syntax</cite></a>. 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-concepts/">http://www.w3.org/TR/rdf-concepts/</a>
+</dd><dt id="bib-RDF-MT">[RDF-MT]</dt><dd rel="dcterms:requires">Patrick Hayes. <a href="http://www.w3.org/TR/rdf-mt/"><cite>RDF Semantics</cite></a>. 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-mt/">http://www.w3.org/TR/rdf-mt/</a>
+</dd><dt id="bib-RDF-PRIMER">[RDF-PRIMER]</dt><dd rel="dcterms:requires">Frank Manola; Eric Miller. <a href="http://www.w3.org/TR/rdf-primer/"><cite>RDF Primer</cite></a>. 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-primer/">http://www.w3.org/TR/rdf-primer/</a>
+</dd><dt id="bib-RDF-SCHEMA">[RDF-SCHEMA]</dt><dd rel="dcterms:requires">Dan Brickley; Ramanathan Guha. <a href="http://www.w3.org/TR/rdf-schema"><cite>RDF Vocabulary Description Language 1.0: RDF Schema</cite></a>. 10 February 2004. W3C Recommendation. URL: <a href="http://www.w3.org/TR/rdf-schema">http://www.w3.org/TR/rdf-schema</a>
+</dd><dt id="bib-RFC2119">[RFC2119]</dt><dd rel="dcterms:requires">S. Bradner. <a href="http://www.ietf.org/rfc/rfc2119.txt"><cite>Key words for use in RFCs to Indicate Requirement Levels.</cite></a> March 1997. Internet RFC 2119. URL: <a href="http://www.ietf.org/rfc/rfc2119.txt">http://www.ietf.org/rfc/rfc2119.txt</a>
+</dd><dt id="bib-SKOS-REFERENCE">[SKOS-REFERENCE]</dt><dd rel="dcterms:requires">Alistair Miles; Sean Bechhofer. <a href="http://www.w3.org/TR/skos-reference"><cite>SKOS Simple Knowledge Organization System Reference</cite></a>. 18 August 2009. W3C Recommendation. URL: <a href="http://www.w3.org/TR/skos-reference">http://www.w3.org/TR/skos-reference</a>
+</dd><dt id="bib-sparql11-query">[sparql11-query]</dt><dd rel="dcterms:requires">Steven Harris; Andy Seaborne. <a href="http://www.w3.org/TR/sparql11-query/"><cite>SPARQL 1.1 Query Language</cite></a>. 21 March 2013. W3C Recommendation. URL: <a href="http://www.w3.org/TR/sparql11-query/">http://www.w3.org/TR/sparql11-query/</a>
+</dd><dt id="bib-sparql11-update">[sparql11-update]</dt><dd rel="dcterms:requires">Paul Gearon; Alexandre Passant; Axel Polleres. <a href="http://www.w3.org/TR/sparql11-update/"><cite>SPARQL 1.1 Update</cite></a>. 21 March 2013. W3C Recommendation. URL: <a href="http://www.w3.org/TR/sparql11-update/">http://www.w3.org/TR/sparql11-update/</a>
+</dd><dt id="bib-turtle">[turtle]</dt><dd rel="dcterms:requires">Eric Prud'hommeaux; Gavin Carothers. <a href="http://www.w3.org/TR/turtle/"><cite>Turtle</cite></a>. 19 February 2013. W3C Candidate Recommendation. URL: <a href="http://www.w3.org/TR/turtle/">http://www.w3.org/TR/turtle/</a>
+</dd></dl></section><section id="informative-references" typeof="bibo:Chapter" resource="#ref" rel="bibo:Chapter"><h3 aria-level="2" role="heading" id="h3_informative-references"><span class="secno">D.2 </span>Informative references</h3><dl class="bibliography" about=""><dt id="bib-COG">[COG]</dt><dd rel="dcterms:references">SDMX Contnent Oriented Guidelines, <a href="http://sdmx.org/?page_id=11">http://sdmx.org/?page_id=11</a>
+</dd><dt id="bib-DCAT">[DCAT]</dt><dd rel="dcterms:references">Fadi Maali; John Erickson. <a href="http://www.w3.org/TR/vocab-dcat/"><cite>Data Catalog Vocabulary (DCAT)</cite></a>. W3C Candidate Recommendation. 5 November 2013. URL: <a href="http://www.w3.org/TR/vocab-dcat/">http://www.w3.org/TR/vocab-dcat/</a>
+</dd><dt id="bib-FOAF">[FOAF]</dt><dd rel="dcterms:references">Dan Brickley, Libby Miller. <a href="http://xmlns.com/foaf/spec/"><cite>FOAF Vocabulary Specification 0.98.</cite></a> 9 August 2010. URL: <a href="http://xmlns.com/foaf/spec/">http://xmlns.com/foaf/spec/</a>
+</dd><dt id="bib-LOD">[LOD]</dt><dd rel="dcterms:references">Linked Data, <a href="http://linkeddata.org/">http://linkeddata.org/</a>
+</dd><dt id="bib-OLAP">[OLAP]</dt><dd rel="dcterms:references">Online Analytical Processing Data Cubes, <a href="http://en.wikipedia.org/wiki/OLAP_cube">http://en.wikipedia.org/wiki/OLAP_cube</a>
+</dd><dt id="bib-ORG">[ORG]</dt><dd rel="dcterms:references">Dave Reynolds. <a href="http://www.w3.org/TR/vocab-org/"><cite>The Organzation Ontology</cite></a>. 25 June 2013. W3C Candidate Recommendation. URL: <a href="http://www.w3.org/TR/vocab-org/">http://www.w3.org/TR/vocab-org/</a>
+</dd><dt id="bib-OS-GEO">[OS-GEO]</dt><dd rel="dcterms:references">Ordnance Survey Administrative Geography Ontology, <a href="http://data.ordnancesurvey.co.uk/ontology/admingeo/">http://data.ordnancesurvey.co.uk/ontology/admingeo/</a>
+</dd><dt id="bib-SCOVO">[SCOVO]</dt><dd rel="dcterms:references">The Statistical Core Vocabulary, <a href="http://sw.joanneum.at/scovo/schema.html">http://sw.joanneum.at/scovo/schema.html</a><br>SCOVO: Using Statistics on the Web of data, <a href="http://sw-app.org/pub/eswc09-inuse-scovo.pdf">http://sw-app.org/pub/eswc09-inuse-scovo.pdf</a>
+</dd><dt id="bib-SDMX-GUIDE">[SDMX-GUIDE]</dt><dd rel="dcterms:references">SDMX User Guide, Version 2009.1, January 2009. Statistical Data and Metadata Exchange Initiative. URL: <a href="http://sdmx.org/wp-content/uploads/2009/02/sdmx-userguide-version2009-1-71.pdf">http://sdmx.org/wp-content/uploads/2009/02/sdmx-userguide-version2009-1-71.pdf</a>
+</dd><dt id="bib-SDMX20">[SDMX20]</dt><dd rel="dcterms:references">SDMX Information Model: UML Conceptual Design (Version 2.0), November 2005, Statistical Data and Metadata Exchange Initiative. URL: <a href="http://sdmx.org/docs/2_0/SDMX_2_0%20SECTION_02_InformationModel.pdf">http://sdmx.org/docs/2_0/SDMX_2_0%20SECTION_02_InformationModel.pdf</a>
+</dd><dt id="bib-SKOS-PRIMER">[SKOS-PRIMER]</dt><dd rel="dcterms:references">Antoine Isaac; Ed Summers. <a href="http://www.w3.org/TR/skos-primer"><cite>SKOS Simple Knowledge Organization System Primer</cite></a>. 18 August 2009. W3C Note. URL: <a href="http://www.w3.org/TR/skos-primer">http://www.w3.org/TR/skos-primer</a>
+</dd><dt id="bib-void">[void]</dt><dd rel="dcterms:references">Keith Alexander; Richard Cyganiak; Michael Hausenblas; Jun Zhao. <a href="http://www.w3.org/TR/void/"><cite>Describing Linked Datasets with the VoID Vocabulary</cite></a>. 3 March 2011. W3C Note. URL: <a href="http://www.w3.org/TR/void/">http://www.w3.org/TR/void/</a>
+</dd></dl></section></section></body></html>
\ No newline at end of file