{"id":20669,"date":"2019-04-12T17:18:34","date_gmt":"2019-04-12T16:18:34","guid":{"rendered":"https:\/\/www.ch.imperial.ac.uk\/rzepa\/blog\/?p=20669"},"modified":"2019-04-29T17:08:44","modified_gmt":"2019-04-29T16:08:44","slug":"a-search-of-some-major-chemistry-publishers-for-fair-data-records","status":"publish","type":"post","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=20669","title":{"rendered":"A search of some major chemistry publishers for FAIR data records."},"content":{"rendered":"<div class=\"kcite-section\" kcite-section-id=\"20669\">\n<p>In recent years, findable data has become ever more important (the <strong><span style=\"color: #ff0000;\">F<\/span><\/strong> in FAIR). Here I test that <span style=\"color: #ff0000;\"><strong>F<\/strong><\/span> using the DataCite search service.<\/p>\n<p>Firstly an introduction to this service. This is a metadata database about datasets and other research objects. One of the properties is\u00a0<span style=\"color: #ff0000;\"><strong><tt>relatedIdentifier<\/tt><\/strong><\/span> which records other identifiers associated with the dataset, being say the DOI of any published article associated with the data, but it could also be pointers to related datasets.<\/p>\n<p>One can query thus:<\/p>\n<ol>\n<li><small><tt><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:*\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:*<\/a><\/tt><\/small><br \/>\nwhich retrieves the very healthy looking <strong>6,179,287<\/strong>\u00a0works.<\/li>\n<li>One can restrict this to a specific publisher by the DOI prefix assigned to that publisher:<br \/>\n<small><tt><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1021*\" target=\"_blank\" rel=\"noopener noreferrer\">?query=relatedIdentifiers.relatedIdentifier:10.1021*<\/a><\/tt><\/small><br \/>\nwhich returns a respectable <strong>210,240<\/strong>\u00a0works.<\/li>\n<li>It turns out that the major contributor to FAIR currently are crystal structures from the CCDC. One can remove them from the search to see what is left over:<br \/>\n<small><tt><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1021*)+NOT+(identifier:*10.5517*)\" target=\"_blank\" rel=\"noopener noreferrer\">?query=(relatedIdentifiers.relatedIdentifier:10.1021*)+NOT+(identifier:*10.5517*)<\/a><\/tt><\/small>\u00a0<br \/>\nand one is down to <strong>14,213<\/strong>\u00a0works, of which many nevertheless still appear to be crystal structures. These may be links to other crystal datasets.<\/li>\n<\/ol>\n<p>I have performed searches <strong>2<\/strong> and <strong>3<\/strong> for some popular publishers of chemistry (the same set that were <a href=\"https:\/\/www.ch.imperial.ac.uk\/rzepa\/blog\/?p=20468\">analysed here<\/a>).<\/p>\n<table border=\"1\">\n<tbody>\n<tr>\n<th style=\"width: 77px;\">Publisher<\/th>\n<th style=\"width: 73px;\">Search 2<\/th>\n<th style=\"width: 73px;\">Search 3<\/th>\n<\/tr>\n<tr>\n<td>ACS<\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1021*\">210,240<\/a><\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1021*)+NOT+(identifier:*10.5517*)\">14,213<\/a><\/td>\n<\/tr>\n<tr>\n<td>RSC<\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1039*\">138,147<\/a><\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1039*)+NOT+(identifier:*10.5517*)\">1,279<\/a><\/td>\n<\/tr>\n<tr>\n<td>Elsevier<\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1016*\">185,351<\/a><\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1016*)+NOT+(identifier:*10.5517*)\">56,373<\/a><\/td>\n<\/tr>\n<tr>\n<td>Nature<\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1038*\">12,316<\/a><\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1038*)+NOT+(identifier:*10.5517*)\">8,104<\/a><\/td>\n<\/tr>\n<tr>\n<td>Wiley<\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1002*\">135,874<\/a><\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1002*)+NOT+(identifier:*10.5517*)\">9,283<\/a><\/td>\n<\/tr>\n<tr>\n<td>Science<\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=relatedIdentifiers.relatedIdentifier:10.1126*\">3,384<\/a><\/td>\n<td><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1126*)+NOT+(identifier:*10.5517*)\">2,343<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>These publishers all have significant numbers of datasets which at least accord with the <strong>F<\/strong> of FAIR. A lot of data sets may not have metadata which in fact points back to a published article, since this can be something that has to be done <a href=\"https:\/\/www.ch.imperial.ac.uk\/rzepa\/blog\/?p=20634\">only when the DOI of that article appears<\/a>, in other words AFTER the publication of the dataset. So these numbers are probably low rather than high.<\/p>\n<p>How about the other way around? Rather than datasets that have a journal article as a related identifier, we could search for articles that have a dataset as a related identifier?<\/p>\n<ol start=\"4\">\n<li><small><tt><a href=\"https:\/\/search.datacite.org\/works?query=(identifier:*10.1039*)+AND+(relatedIdentifiers.relatedIdentifier:*)\n\" target=\"_blank\" rel=\"noopener noreferrer\">?query=(identifier:*10.1039*)+AND+(relatedIdentifiers.relatedIdentifier:*)<\/a><\/tt><\/small><br \/>\nreturns rather mysterious <strong>nothing found<\/strong>. It might also be that there is no mapping of this search between the CrossRef and DataCite metadata schemas.<\/li>\n<li>And just to show the searches are behaving as expected:<br \/>\n<small><tt><a href=\"https:\/\/search.datacite.org\/works?query=(relatedIdentifiers.relatedIdentifier:10.1021*)+AND+(identifier:*10.5517*)\" target=\"_blank\" rel=\"noopener noreferrer\">?query=(relatedIdentifiers.relatedIdentifier:10.1021*)+AND+(identifier:*10.5517*)<\/a><\/tt><\/small><br \/>\nreturns 196,027 works.<\/li>\n<\/ol>\n<p>It will also be of interest to show how these numbers change over time. Is there an exponential increase? We shall see.<\/p>\n<p>Finally, we have not really explored adherence to eg the <strong>AIR<\/strong> of <strong>FAIR<\/strong>. \u00a0That is for another post.<\/p>\n<!-- kcite active, but no citations found -->\n<\/div> <!-- kcite-section 20669 -->","protected":false},"excerpt":{"rendered":"<p>In recent years, findable data has become ever more important (the F in FAIR). Here I test that F using the DataCite search service. Firstly an introduction to this service. This is a metadata database about datasets and other research objects. One of the properties is\u00a0relatedIdentifier which records other identifiers associated with the dataset, being [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_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},"jetpack_post_was_ever_published":false},"categories":[2],"tags":[1420,1789,806,2597,2598,2451,1690,2300,2452,2297,1425,1475,2531,2453],"ppma_author":[2661],"class_list":["post-20669","post","type-post","status-publish","format-standard","hentry","category-chemical-it","tag-academic-publishing","tag-datacite","tag-digital-object-identifier","tag-digital-technology","tag-elsevier","tag-findability","tag-identifiers","tag-information","tag-information-architecture","tag-information-science","tag-knowledge","tag-knowledge-representation","tag-search-service","tag-web-design"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A search of some major chemistry publishers for FAIR data records. - 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=20669\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A search of some major chemistry publishers for FAIR data records. - Henry Rzepa&#039;s Blog\" \/>\n<meta property=\"og:description\" content=\"In recent years, findable data has become ever more important (the F in FAIR). 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These largely take the form of DOIs (Digital object identifiers), and here they relate to either journal articles or datasets associated with either the article or the blog post or both. Other disciplines, particularly the earth sciences, have long used\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25918,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=25918","url_meta":{"origin":20669,"position":1},"title":"A ROR Persistent Identifier for the WATOC organisation &#8211; helping to make scientific connections.","author":"Henry Rzepa","date":"March 9, 2023","format":false,"excerpt":"Science frequently works by people making connections between related (or even apparently unrelated) concepts or data. There are many ways of helping people make these connections - attending a conference or seminar, searching journals for published articles and nowadays also searching for data are just a few examples. For about\u2026","rel":"","context":"In &quot;WATOC reports&quot;","block_context":{"text":"WATOC reports","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2238"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22636,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=22636","url_meta":{"origin":20669,"position":2},"title":"Exploiting the power of persistent identifiers (PIDs) for locating all kinds of research object.","author":"Henry Rzepa","date":"August 29, 2020","format":false,"excerpt":"The folks at DataCite have announced a new research object discovery service which aims to give users a \"comprehensive overview of connections between entities in the research landscape\".\u00a0The portal https:\/\/commons.datacite.org\u00a0acts as the entry point for three basic types of persistent identifiers (PIDs); Research works, using the DOI (digital object identifier)\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\/2020\/08\/bildschirmfoto-2020-08-25-um-06.33.07-1024x836.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":20675,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=20675","url_meta":{"origin":20669,"position":3},"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":28045,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=28045","url_meta":{"origin":20669,"position":4},"title":"Data Discovery: A pick-n-mix library of useful FAIR Data searches &#8211; and a call for new search suggestions.","author":"Henry Rzepa","date":"November 25, 2024","format":false,"excerpt":"With AI and Machine learning needing data in abundance, interest in data discovery is intense. However, this type of discovery is somewhat different from more traditional data base searches, in that it is particularly suited for machine discovery as well as by humans. The discovery searches are conducted using an\u2026","rel":"","context":"In &quot;Interesting chemistry&quot;","block_context":{"text":"Interesting chemistry","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=4"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":19892,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19892","url_meta":{"origin":20669,"position":5},"title":"Harnessing FAIR data:  A suggested useful persistent identifier  (PID) for quantum chemical calculations.","author":"Henry Rzepa","date":"August 7, 2018","format":false,"excerpt":"Harnessing FAIR data is an event being held in London on September 3rd; no doubt all the speakers will espouse its virtues and speculate about how to realize its potential.\u2665 Admirable aspirations indeed. Capturing hearts and minds also needs lots of real life applications! Whilst assembling a forthcoming post on\u2026","rel":"","context":"In &quot;Interesting chemistry&quot;","block_context":{"text":"Interesting chemistry","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=4"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"jetpack_likes_enabled":false,"authors":[{"term_id":2661,"user_id":1,"is_guest":0,"slug":"admin","display_name":"Henry Rzepa","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/897b6740f7f599bca7942cdf7d7914af5988937ae0e3869ab09aebb87f26a731?s=96&d=blank&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts\/20669","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20669"}],"version-history":[{"count":9,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts\/20669\/revisions"}],"predecessor-version":[{"id":20874,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts\/20669\/revisions\/20874"}],"wp:attachment":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20669"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20669"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20669"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fppma_author&post=20669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}