{"id":19603,"date":"2018-05-06T15:15:20","date_gmt":"2018-05-06T14:15:20","guid":{"rendered":"https:\/\/www.ch.imperial.ac.uk\/rzepa\/blog\/?p=19603"},"modified":"2018-08-13T14:14:33","modified_gmt":"2018-08-13T13:14:33","slug":"examples-please-of-fair-data-good-and-bad","status":"publish","type":"post","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19603","title":{"rendered":"Examples please of  FAIR (data); good and bad."},"content":{"rendered":"<div class=\"kcite-section\" kcite-section-id=\"19603\">\n<p>The site <a href=\"https:\/\/fairsharing.org\/\">fairsharing.org<\/a> is a repository of information about FAIR (Findable, Accessible, Interoperable and Reusable) objects such as research data.<br \/>\n <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-19605\" src=\"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2018\/04\/240-1024x478.jpg\" alt=\"\" width=\"450\" height=\"210\" srcset=\"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2018\/04\/240-1024x478.jpg 1024w, https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2018\/04\/240-300x140.jpg 300w, https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2018\/04\/240-768x358.jpg 768w, https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2018\/04\/240.jpg 2044w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/p>\n<p>A project to inject chemical components, rather sparse at the moment at the above site, is being promoted by workshops under the auspices of e.g. <a href=\"https:\/\/iupac.org\/event\/supporting-fair-exchange-chemical-data-standards-development\/\">IUPAC and CODATA<\/a>\u00a0and the <a href=\"https:\/\/www.go-fair.org\">GO-FAIR initiative<\/a>. One aspect of this activity is to help identify examples of both good (FAIR) and indeed less good (unFAIR) research data as associated with contemporary scientific journal publications.<\/p>\n<p>Here is one example I came across in 2017.<span id=\"cite_ITEM-19603-0\" name=\"citation\"><a href=\"#ITEM-19603-0\">[1]<\/a><\/span>. The data associated with this article is certainly copious, 907 pages of it, not including data for 21 crystal structures! The latter is a good example of FAIR, being offered in a standard format (CIF) well-adapted for the type of data contained therein and for which there are numerous programs capable of visualising and inter-operating (<em>i.e.<\/em> re-using) it. The former is in PDF, not a format originally developed for data and one could argue is closer to the unFAIR end of the spectrum. More so when you consider this one 907-page paginated document contains diverse information including spectra on around 60 molecules. Thus the spectra are all purely visual; they are obviously data but in a form largely designed for human consumption and not re-use by software. The text-based content of this PDF does have numerous pattens, which lends itself to pattern recognition software such as OSCAR, but patterns are easily broken by errors or inexperience and so we cannot be certain what proportion of this can be recovered. The metadata associated with such a collection, if there is any at all, must be general and cannot be easily related to specific molecules in the collection. So I would argue that 907 pages of data as wrapped in PDF is not a good example of FAIR. But it is how almost all of the data currently being reported in chemistry journals is expressed. Indeed many a journal data editor (a relatively new introduction to the editorial teams) exerts a rigorous oversight over the data presented as part of article submissions to ensure it adheres to this monolithic PDF format.<\/p>\n<p>You can also visit this article in Chemistry World (<a href=\"https:\/\/rsc.li\/2HG7lTk\" rel=\"nofollow\">rsc.li\/2HG7lTk<\/a>) for an alternative view of what could be regarded as rather more FAIR data. The article has citations to the FAIR components, which is not published as part of the article or indeed by the journal itself but is held separately in a research data repository. You will find that at doi:\u00a0<a href=\"https:\/\/doi.org\/10.14469\/hpc\/3657\">10.14469\/hpc\/3657<\/a>\u00a0where examples of computational, crystallographic and spectroscopic data are available.<\/p>\n<p>The workshop I allude to above will be held in July. Can I ask anyone reading this blog who has a favourite FAIR or indeed unFAIR example of data they have come across to share these here. We also need to identify areas simply crying out for FAIRer data to be made available as part of the publishing process beyond the types noted above. I hope to report back on both such feedback and the events at this workshop in due course.<\/p>\n<h2>References<\/h2>\n    <ol class=\"kcite-bibliography csl-bib-body\"><li id=\"ITEM-19603-0\">J.M. Lopchuk, K. Fjelbye, Y. Kawamata, L.R. Malins, C. Pan, R. Gianatassio, J. Wang, L. Prieto, J. Bradow, T.A. Brandt, M.R. Collins, J. Elleraas, J. Ewanicki, W. Farrell, O.O. Fadeyi, G.M. Gallego, J.J. Mousseau, R. Oliver, N.W. Sach, J.K. Smith, J.E. Spangler, H. Zhu, J. Zhu, and P.S. Baran, \"Strain-Release Heteroatom Functionalization: Development, Scope, and Stereospecificity\", <i>Journal of the American Chemical Society<\/i>, vol. 139, pp. 3209-3226, 2017. <a href=\"https:\/\/doi.org\/10.1021\/jacs.6b13229\">https:\/\/doi.org\/10.1021\/jacs.6b13229<\/a>\n\n<\/li>\n<\/ol>\n\n<\/div> <!-- kcite-section 19603 -->","protected":false},"excerpt":{"rendered":"<p>The site fairsharing.org is a repository of information about FAIR (Findable, Accessible, Interoperable and Reusable) objects such as research data. A project to inject chemical components, rather sparse at the moment at the above site, is being promoted by workshops under the auspices of e.g. IUPAC and CODATA\u00a0and the GO-FAIR initiative. One aspect of this [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":5,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[4],"tags":[2456,2458,2451,2454,2300,2452,2297,1484,2459,1425,1475,1483,2455,670,327,2457,1405,2453],"ppma_author":[2661],"class_list":["post-19603","post","type-post","status-publish","format-standard","hentry","category-interesting-chemistry","tag-above-site","tag-chemical-components","tag-findability","tag-human-behavior","tag-information","tag-information-architecture","tag-information-science","tag-institutional-repository","tag-journal-data-editor","tag-knowledge","tag-knowledge-representation","tag-open-access","tag-open-access-in-australia","tag-oscar","tag-pdf","tag-recognition-software","tag-technologyinternet","tag-web-design"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Examples please of FAIR (data); good and bad. - Henry Rzepa&#039;s Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19603\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Examples please of FAIR (data); good and bad. - Henry Rzepa&#039;s Blog\" \/>\n<meta property=\"og:description\" content=\"The site fairsharing.org is a repository of information about FAIR (Findable, Accessible, Interoperable and Reusable) objects such as research data. A project to inject chemical components, rather sparse at the moment at the above site, is being promoted by workshops under the auspices of e.g. IUPAC and CODATA\u00a0and the GO-FAIR initiative. One aspect of this [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19603\" \/>\n<meta property=\"og:site_name\" content=\"Henry Rzepa&#039;s Blog\" \/>\n<meta property=\"article:published_time\" content=\"2018-05-06T14:15:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2018-08-13T13:14:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2018\/04\/240-1024x478.jpg\" \/>\n<meta name=\"author\" content=\"Henry Rzepa\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Henry Rzepa\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Examples please of FAIR (data); good and bad. - Henry Rzepa&#039;s Blog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19603","og_locale":"en_GB","og_type":"article","og_title":"Examples please of FAIR (data); good and bad. - Henry Rzepa&#039;s Blog","og_description":"The site fairsharing.org is a repository of information about FAIR (Findable, Accessible, Interoperable and Reusable) objects such as research data. 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Nowadays, for some journals at least, it might be viewed as much as a profit centre as the perfected mechanism for scientific communication. Here I take\u2026","rel":"","context":"In &quot;Chemical IT&quot;","block_context":{"text":"Chemical IT","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":20675,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=20675","url_meta":{"origin":19603,"position":1},"title":"The &#8220;Accessible&#8221; in FAIR (data).","author":"Henry Rzepa","date":"April 18, 2019","format":false,"excerpt":"In a previous post, I looked at the Findability of FAIR data in common chemistry journals. Here I move on to the next letter, the A = Accessible. The attributes of A include: (meta)data are retrievable by their identifier using a standardized communication protocol. the protocol is open, free and\u2026","rel":"","context":"In &quot;Chemical IT&quot;","block_context":{"text":"Chemical IT","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":24561,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=24561","url_meta":{"origin":19603,"position":2},"title":"Data base or Data repository? &#8211; A brief and very selective history of data management in chemistry.","author":"Henry Rzepa","date":"January 26, 2022","format":false,"excerpt":"Way back in the late 1980s or so, research groups in chemistry started to replace the filing of their paper-based research data by storing it in an easily retrievable digital form. This required a computer database and initially these were accessible only on specific dedicated computers in the laboratory. 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The original report\u2026","rel":"","context":"In &quot;Chemical IT&quot;","block_context":{"text":"Chemical IT","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2017\/06\/117-1024x584.jpg?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":16251,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=16251","url_meta":{"origin":19603,"position":4},"title":"Metametadata: data about data about (chemical) data.","author":"Henry Rzepa","date":"April 16, 2016","format":false,"excerpt":"Scientists are familiar with the term data, at least in a scientific or chemical context, but appreciating metadata (meaning \"after\", or \"beyond\") is slightly more subtle, in the sense of using it to mean data about data. The challenge lies in clarifying where the boundary between data and its metadata\u2026","rel":"","context":"In &quot;Chemical IT&quot;","block_context":{"text":"Chemical IT","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":20634,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=20634","url_meta":{"origin":19603,"position":5},"title":"Questions about the (metadata) components of a scientific article.","author":"Henry Rzepa","date":"April 8, 2019","format":false,"excerpt":"The conventional procedures for reporting analysis or new results in science is to compose an \"article\", augment that perhaps with \"supporting information\" or \"SI\", submit to a journal which undertakes peer review, with revision as necessary for acceptance and finally publication. 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