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+132,dedup::f2e43fa3400d826df4195a9ac70dca62,"['2646', '2980', 'opendoar____::3bf55bbad370a8fcad1d09b005e278c2']","['2646', '2980', '1255']","['Biblioteca Digital do IPB', 'Biblioteca Digital do IPB', 'biblioteca digital do ipb']","['roar', 'roar', 'OpenDOAR']","['roar_2646', 'roar_2980', 'OpenDOAR_1255']",[],[],[],[],[],[],[],[],[],"[nan, nan, nan]",[],[],"[nan, nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],['1255'],"['{""name"": ""biblioteca digital do ipb"", ""language"": ""en""}']",[[]],['http://bibliotecadigital.ipb.pt/'],['this site provides access to the research output of the institution. users may set up rss feeds to be alerted to new content. the interface is available in portuguese and english.'],['institutional'],"['[""pt"", ""en""]']",['2021-09-13 13:35:46'],['2008-06-03 10:10:48'],[['multidisciplinary']],"[['other_special_item_types', 'books_chapters_and_sections', 'theses_and_dissertations', 'conference_and_workshop_papers', 'journal_articles']]","[[{'name': 'instituto politécnico de bragança', 'alternativeName': 'ipb', 'country': 'pt', 'url': 'http://www.ipb.pt/', 'identifier': [], 'location': {'latitude': '41.8072', 'longiture': '-6.7592'}}]]","['[{""policy_url"": ""http://www.ipb.pt/go/i090"", ""type"": ""metadata""}, {""policy_url"": ""http://www.ipb.pt/go/i090"", ""type"": ""content""}, {""policy_url"": ""http://www.ipb.pt/go/i090"", ""type"": ""submission""}]']","['{""name"": ""dspace"", ""version"": ""5.2""}']",['http://bibliotecadigital.ipb.pt/oaiextended/request'],['yes'],['OpenDOAR_1255'],"['2646', '2980']","['610', '349']","['archive', 'archive']","['218', '2']","[nan, nan, nan]","[nan, nan, nan]","['disk0/00/00/26/46', 'disk0/00/00/29/80']","['2010-04-21 16:36:58', '2010-08-26 19:25:57']","['2012-01-19 11:37:33', '2012-01-19 11:38:01']","['2010-04-21 16:36:58', '2010-08-26 19:25:57']","['institutional', 'institutional']",[],"[nan, nan, nan]","['show', 'show']","[nan, nan, nan]","[nan, nan, nan]","[nan, nan, nan]","[nan, nan, nan]",[],[],[],[],[],"[nan, nan, nan]","[nan, nan, nan]","[nan, nan, nan]","['0', '0']","[nan, nan, nan]","[nan, nan, nan]",[],"['http://bibliotecadigital.ipb.pt/', 'http://bibliotecadigital.ipb.pt']","['Biblioteca Digital do IPB', 'Biblioteca Digital do IPB']",['http://bibliotecadigital.ipb.pt/oaiextended/request'],[],['http://bibliotecadigital.ipb.pt/feed/rss_1.0/site'],['http://twitter.com/statuses/user_timeline/109224448.rss'],"['n order to guarantee, promote the integration, share and give visibility of the intellectual memory of the Instituto Politécnico de Bragança publish and allow free access of all institutional scientific publications through Digital Library (Biblioteca Digital), its institutional repository (http://bibliotecadigital.ipb.pt). The Instituto Politécnico de Bragança (IPB) follows a mandatory politics of deposit to all publications written by its Instructors and Investigators. All Digital Library documents must be deposited through self-archiving. The Digital Library of IPB is the official record of the intellectual production of IPB. These rules respect the author’s copyright. So: \na) All scientific documents, the ones for which authors retain their rights, or at least the right to self-archive them, must be deposited on the Digital Library of IPB in free access (which means no restrictions in free full text) \nb) Documents that cannot be deposited due to copyright issues must be deposied and kept in restricted access. \nc) Patents and confidential scientific or technical production must be deposited in restricted access, in order to guarantee its character. \nFollowing the Berlin Declaration (signed in 2009/09/08) the Instituto Politécnico de Bragança (IPB) recommends the publication of scientific articles in publications/journals in free access. \nIt recommends also that all members to keep their authors rights that guarantee the right to deposit a copy in the IPB’s Digital Library. ']","['TRUE', 'FALSE']","['TRUE', 'FALSE']","['TRUE', 'TRUE']","[['Instituto Politecnico de Braganca', 'Biblioteca Digtial do IPB'], 'Instituto Politécnico de Bragança (IPB)']","[['http://bibliotecadigital.ipb.pt/', 'http://www.ipb.pt/'], 'http://www.ipb.pt']",['pt'],['Bragança'],['41.8072'],['-6.7592'],"['dspace', 'dspace']",['geoname_2_PT'],"['other', 'other']","[['TP', 'H1', 'Q1', 'TJ', 'TK', 'TL', 'TA', 'HB', 'S1', 'TN', 'TD']]","['2007-12-18 02:00:04', '2010-08-26 19:19:09']",[],[],['0'],['0'],['0'],['100'],"['0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,6,7,23,47,100,100,100,100,100,100,100']",[],[],[],[],"[['roarmap', 'opendoar', 'celestial'], 'roarmap']","[['2033', '292'], '292']",[],[],[],[],[],[],[],[],[],[],[],"['roar_2646', 'roar_2980']","{'roar', 'OpenDOAR'}"
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It aims to address challenges to neuroscience open sharing and reproducibility by providing integrative mechanisms for publishing data, and algorithms while embedding them with computing resources to impact multiple scientific communities. Brainlife is intended for neuroscientists, computer scientists, statisticians, and engineers interested in brain data to use the data or develop and publish their analysis methods.']","[[{'url': 'brlife@iu.edu', 'name': 'General Contact', 'type': 'Support email'}, {'url': 'https://brainlife.slack.com/', 'name': 'Brain Life Slack Channel', 'type': 'Help documentation'}, {'url': 'https://github.com/brainlife/brainlife', 'name': 'GitHub Project', 'type': 'Github'}, {'url': 'https://brainlife.io/docs/', 'name': 'Documentation', 'type': 'Help documentation'}, {'url': 'https://twitter.com/brainlifeio', 'name': '@brainlifeio', 'type': 'Twitter'}]]","[nan, 2017.0, nan]","[[{'url': 'https://brainlife.io/datasets#%7B%22query%22%3A%22%22%2C%22datatypes%22%3A%5B%5D%7D', 'name': 'Search Datasets', 'type': 'data access'}, {'url': 'https://brainlife.io/datatypes', 'name': 'Search Datatypes', 'type': 'data access'}, {'url': 'https://brainlife.io/pubs', 'name': 'Search Publications', 'type': 'data access'}, {'url': 'https://brainlife.io/projects', 'name': 'Search Projects', 'type': 'data access'}, {'url': 'https://brainlife.io/apps', 'name': 'Search Apps', 'type': 'data access'}, {'url': 'https://brainlife.io/ui/tractview/demo.html#where=-34.042;0;197.082/0;0;0', 'name': 'Track Viewer Demo', 'type': 'data access'}, {'url': 'https://brainlife.io/ui/surfaces/', 'name': '3D Surfaces Demo', 'type': 'data access'}, {'url': 'https://brainlife.io/ui/nnview/', 'name': 'Network Neuro Demo', 'type': 'data access'}, {'url': 'https://brainlife.io/ui/prfview/', 'name': 'pRF Viewer Demo', 'type': 'data access'}]]","[['biodbcore-001007', 'bsg-d001007']]",['Database'],['repository'],"[['Neurobiology', 'Computational Biology', 'Biomedical Science', 'Computational Neuroscience', 'Neuroscience', 'Bioengineering', 'Computer Science']]","[['Brain', 'Brain imaging', 'Data storage']]",[['All']],[['Neuroinformatics']],[['United States']],['FAIRsharing record for: brainlife'],['brainlife'],['https://fairsharing.org/10.25504/FAIRsharing.by3p8p'],['10.25504/FAIRsharing.by3p8p'],['https://creativecommons.org/licenses/by-sa/4.0/. Please link to https://fairsharing.org and https://api.fairsharing.org/img/fairsharing-attribution.svg for attribution.'],"['This FAIRsharing record describes: Brainlife is an open, online platform that provides seamless access to cloud computing infrastructure and brain data and data derivatives. It aims to address challenges to neuroscience open sharing and reproducibility by providing integrative mechanisms for publishing data, and algorithms while embedding them with computing resources to impact multiple scientific communities. Brainlife is intended for neuroscientists, computer scientists, statisticians, and engineers interested in brain data to use the data or develop and publish their analysis methods.']","[[{'id': 830, 'pubmed_id': 31123325, 'title': 'The open diffusion data derivatives, brain data upcycling via integrated publishing of derivatives and reproducible open cloud services.', 'year': 2019, 'url': 'http://doi.org/10.1038/s41597-019-0073-y', 'authors': 'Avesani P,McPherson B,Hayashi S,Caiafa CF,Henschel R,Garyfallidis E,Kitchell L,Bullock D,Patterson A,Olivetti E,Sporns O,Saykin AJ,Wang L,Dinov I,Hancock D,Caron B,Qian Y,Pestilli F', 'journal': 'Sci Data', 'doi': '10.1038/s41597-019-0073-y', 'created_at': '2021-09-30T08:23:51.539Z', 'updated_at': '2021-09-30T08:23:51.539Z'}]]",[[]],[],['brainlife'],"[[{'url': 'https://brainlife.io/docs/technical/api/', 'name': 'brainlife APIs', 'type': 'REST'}]]",[],[],[],[],['FAIRsharing_2524'],"['r3d100012397', 'r3d100013223']","['brainlife', 'Brainlife']","['eng', 'eng']","[[{'additionalName': 'brain life', 'additionalNameLanguage': 'eng'}, {'additionalName': 'brainlife.io', 'additionalNameLanguage': 'eng'}], [{'additionalName': 'brain life', 'additionalNameLanguage': 'eng'}]]","['https://brainlife.io', 'https://brainlife.io/']","[['FAIRsharing_doi:10.25504/FAIRsharing.by3p8p', 'RRID:SCR_020940'], ['FAIRsharing_doi:10.25504/FAIRsharing.by3p8p']]","['[""brlife@iu.edu"", ""pestilli@utexas.edu""]', '[""brlife@iu.edu""]']","['Brainlife promotes engagement and education in reproducible neuroscience. We do this by providing an online platform where users can publish code (Apps), Data, and make it ""alive"" by integragrate various HPC and cloud computing resources to run those Apps. Brainlife also provide mechanisms to publish all research assets associated with a scientific project (data and analyses) embedded in a cloud computing environment and referenced by a single digital-object-identifier (DOI). The platform is unique because of its focus on supporting scientific reproducibility beyond open code and open data, by providing fundamental smart mechanisms for what we refer to as “Open Services.”', '>>>!!!<<< duplicate >>>!!!<<< see https://www.re3data.org/repository/r3d100012397']","['eng', 'eng']","[['disciplinary'], ['disciplinary']]","['{""size"": ""354 datasets; 161 apps"", ""updatedp"": ""2020-02-10""}', '{""size"": ""354 datasets; 161 apps"", ""updatedp"": ""2020-02-10""}']",[],[],"['[""eng""]', '[""eng""]']","[['1 Humanities and Social Sciences', '110 Psychology', '12 Social and Behavioural Sciences', '2 Life Sciences', '201 Basic Biological and Medical Research', '20107 Bioinformatics and Theoretical Biology', '206 Neurosciences', '21 Biology', '22 Medicine', '4 Engineering Sciences', '409 Computer Science', '44 Computer Science, Electrical and System Engineering'], ['2 Life Sciences', '206 Neurosciences', '22 Medicine']]","['https://brainlife.io', 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diff --git a/data/processed/dup_within.csv b/data/processed/dup_within.csv
index 76efdb1..b46f759 100644
--- a/data/processed/dup_within.csv
+++ b/data/processed/dup_within.csv
@@ -1,140 +1,140 @@
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-103,dedup::bdc6c33585d0cf5d2a8cb83141cd037f,"['11295', '11257']","['11295', '11257']","['Smith ScholarWorks', 'Smith Scholarworks']","['roar', 'roar']","['roar_11295', 'roar_11257']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['11295', '11257']","['14', '12']","['archive', 'archive']","['8512', '404']","[nan, nan]","[nan, nan]","['disk0/00/01/12/95', 'disk0/00/01/12/57']","['2016-08-13 18:41:47', '2016-08-13 18:41:38']","['2016-08-20 01:37:28', '2016-08-20 01:36:53']","['2016-08-13 18:41:47', '2016-08-13 18:41:38']","['institutional', 'institutional']",[],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['http://scholarworks.smith.edu/about.html', 'http://scholarworks.smith.edu/']","['Smith ScholarWorks', 'Smith Scholarworks']","['http://scholarworks.smith.edu/do/oai/', 'http://scholarworks.smith.edu/do/oai/']",[],"['http://scholarworks.smith.edu/recent.rss', 'http://scholarworks.smith.edu/recent.rss']",[],"['Smith ScholarWorks is an institutional repository that provides permanent online access to advance scholarship and encourage the growth of scholarly communities through open access, quick discovery, and wide dissemination of digitally published content created by Smith College faculty, students, and staff.\n\nGuidelines and policies relating to Smith ScholarWorks are overseen by the Office of the Provost/Dean of the Faculty. Submission, organization, and maintenance activities of the repository are under the purview of the College Libraries.', 'Welcome to Smith ScholarWorks, a repository of digital scholarship and research materials created and curated by faculty, students, and staff at Smith College. ScholarWorks is sponsored by the Office of the Provost/Dean of the Faculty and administered by the Smith College Libraries.']","['TRUE', 'TRUE']","['FALSE', 'FALSE']","['TRUE', 'TRUE']","['Smith College', 'Smith College']",['https://www.smith.edu/'],"['us', 'us']","['Northampton, MA', 'Northampton']","['42.318', '42.318']","['-72.6383', '-72.6373']","['bepress', 'bepress']","['geoname_2_US', 'geoname_2_US']","['other', 'other']",[],"['2016-05-18 16:01:21', '2016-05-10 23:25:04']",[],"[""The current collection includes mainly ETDs, only some of which are available to the public in full-text. We have, however, begun adding disciplinary collections in accordance with the college's new open access policy (http://www.smith.edu/libraries/info/open-access). Collections are slated to expand rapidly in the next few months. ""]",[],[],[],[],[],[],[],[],[],"['celestial', 'celestial']","['6167', '6167']",[],[],[],[],[],[],[],[],[],[],[],"['roar_11295', 'roar_11257']",{'roar'}
-104,dedup::c09b1eadea0efc7914f73ac698494b5e,"['7528', '6108']","['7528', '6108']","['Digital - Repository UMRI', 'Digital - Repository UMRI']","['roar', 'roar']","['roar_7528', 'roar_6108']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['7528', '6108']","['18', '8']","['archive', 'archive']","['4441', '2242']","[nan, nan]","[nan, nan]","['disk0/00/00/75/28', 'disk0/00/00/61/08']","['2013-11-15 12:10:47', '2012-12-12 05:41:29']","['2013-12-23 06:44:20', '2012-12-15 02:42:29']","['2013-11-15 12:10:47', '2012-12-12 05:41:29']","['institutional', 'institutional']",['6106'],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['http://repo.umri.ac.id', 'http://repo.umri.ac.id']","['Digital - Repository UMRI', 'Digital - Repository UMRI']",['http://repo.umri.ac.id/cgi/oai'],[],['http://repo.umri.ac.id/cgi/latest_tool?output=RSS2'],[],"['Berisi ebook,jurnal, dan lain-lain']","['FALSE', 'FALSE']","['FALSE', 'FALSE']","['FALSE', 'FALSE']","['Universitas Muhammadiyah Riau', 'Universitas Muhammadiyah Riau']","['http://umri.ac.id', 'http://umri.ac.id']","['id', 'id']","['Pekanbaru', 'Riau']","['0.46666', '0.466667']","['101.45', '101.45']",['eprints'],"['geoname_2_ID', 'geoname_2_ID']","['other', '3.3.10']","[['TA', 'Q1', 'LT', 'L1'], ['Q1', 'RT', 'R1', 'T1', 'L1']]","['2013-11-06 07:04:25', '2012-10-31 05:07:43']",[],[],[],[],[],[],[],[],[],[],[],['celestial'],['5354'],[],[],[],[],[],[],[],[],[],[],[],"['roar_7528', 'roar_6108']",{'roar'}
-105,dedup::c12706a7c6e8d6476c3d2b6ae0042a82,"['3230', '3986']","['3230', '3986']","['ARCA', 'ARCA']","['roar', 'roar']","['roar_3230', 'roar_3986']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['3230', '3986']","['155', '5']","['archive', 'archive']","['538', '538']","[nan, nan]","[nan, nan]","['disk0/00/00/32/30', 'disk0/00/00/39/86']","['2010-12-06 19:46:53', '2011-07-14 23:01:05']","['2011-10-03 05:56:11', '2011-07-14 23:01:48']","['2010-12-06 19:46:53', '2011-07-14 23:01:05']","['institutional', 'institutional']",['3230'],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]","['0', '0']","[nan, nan]","[nan, nan]",[],"['http://www.arca.fiocruz.br', 'http://www.arca.fiocruz.br']","['ARCA', 'ARCA']","['http://arca.icict.fiocruz.br/oai/request', 'http://www.arca.fiocruz.br/oai']",[],[],[],"['Welcome to ARCA, the Institutional Repository (IR) of Fiocruz developed to disseminate and preserve the intellectual output of the Foundation. ARCA has the aim to gather and give visibility to the technical-scientific and represent a significant part of the research effort in public health in Brazil. Meet the ARCA and part of the international movement for free access to information! Good research!', 'Welcome to ARCA, the Institutional Repository (IR) of Fiocruz developed to disseminate and preserve the intellectual output of the Foundation. ARCA has the aim to gather and give visibility to the technical-scientific and represent a significant part of the research effort in public health in Brazil. Meet the ARCA and part of the international movement for free access to information! Good research!']","['TRUE', 'TRUE']","['TRUE', 'TRUE']","['FALSE', 'FALSE']","['Fiocruz - Fundação Oswaldo Cruz', 'Fiocruz - Fundação Oswaldo Cruz']",[],"['br', 'br']","['Rio de Janeiro', 'Rio de Janeiro']",[],[],"['dspace', 'dspace']","['geoname_2_BR', 'geoname_2_BR']","['other', 'other']","[['R1', 'Q1', 'Z665'], ['R1', 'Q1', 'Z665']]","['2010-08-23 16:00:12', '2010-11-04 16:55:02']",[],[],['0'],['0'],['0'],['83'],"['0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,73,78,83,83,83,83,83,83,83']",[],[],[],[],"[['opendoar', 'celestial'], ['opendoar', 'celestial']]","[['2135', '4585'], ['2135', '2333']]","[['opendoar', 'celestial']]",[],[],[],[],[],[],[],[],[],[],"['roar_3230', 'roar_3986']",{'roar'}
-106,dedup::c2ae5cb2426d96ed19a50b0b7d7c8e11,"['9487', '7574']","['9487', '7574']","['IR at NRF: Home', 'IR at NRF: Home']","['roar', 'roar']","['roar_9487', 'roar_7574']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['9487', '7574']","['16', '25']","['archive', 'archive']","['6458', '2627']","[nan, nan]","[nan, nan]","['disk0/00/00/94/87', 'disk0/00/00/75/74']","['2015-05-15 14:03:55', '2013-11-15 12:15:54']","['2016-03-21 20:21:02', '2013-12-23 06:44:23']","['2015-05-15 14:03:55', '2013-11-15 12:15:54']","['multi', 'institutional']",[],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['http://ir.nrf.ac.za/', 'http://ir.nrf.ac.za/']","['IR at NRF: Home', 'IR at NRF: Home']",['http://ir.nrf.ac.za/oai/request'],[],[],[],"['The NRF receives its mandate from the National Research Foundation Act (Act No 23 of 1998)to support and promote research through funding, human capacity development and the provision of the necessary research facilities, in order to facilitate the creation of knowledge, innovation and development in all fields of the natural and social sciences, humanities and technology, including indigenous knowledge systems. The NRF Research Facilities: HartRAO, iThemba LABS, NZG, SAAO, SAASTA, SAEON and SAIAB conduct research in specific scientific disciplines.', 'The NRF receives its mandate from the National Research Foundation Act (Act No 23 of 1998)to support and promote research through funding, human capacity development and the provision of the necessary research facilities, in order to facilitate the creation of knowledge, innovation and development in all fields of the natural and social sciences, humanities and technology, including indigenous knowledge systems. The NRF Research Facilities: HartRAO, iThemba LABS, NZG, SAAO, SAEON and SAIAB conduct research in specific scientific disciplines.\n']","['TRUE', 'TRUE']","['TRUE', 'TRUE']","['FALSE', 'FALSE']","['National Research Foundation of South Africa', 'National Research Foundation']","['http://www.nrf.ac.za/', 'http://www.nrf.ac.za']","['za', 'za']","['Pretoria', 'Pretoria']",['25'],['28'],"['dspace', 'dspace']","['geoname_2_ZA', 'geoname_2_ZA']","['other', 'other']","[['AI', 'AS', 'B1'], ['Q1', 'QA', 'QL', 'QK', 'QB', 'QC']]","['2015-02-10 06:35:50', '2013-11-14 05:40:21']",[],[],[],[],[],[],[],[],[],[],[],"['roarmap', 'celestial']",['5364'],[],[],[],[],[],[],[],[],[],[],[],"['roar_9487', 'roar_7574']",{'roar'}
-107,dedup::c2be0c8ff27074343b8218c3b01bb3d0,"['15060', '13134']","['15060', '13134']","['Repositorio Universidad de Sucre', 'Repositorio Universidad de Sucre']","['roar', 'roar']","['roar_15060', 'roar_13134']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['15060', '13134']","['10', '11']","['archive', 'archive']","['12075', '1025']","[nan, nan]","[nan, nan]","['disk0/00/01/50/60', 'disk0/00/01/31/34']","['2020-03-02 14:27:47', '2017-11-16 14:10:09']","['2020-03-02 14:27:47', '2017-11-18 02:36:42']","['2020-03-02 14:27:47', '2017-11-16 14:10:09']","['institutional', 'institutional']",[],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['https://repositorio.unisucre.edu.co/', 'http://repositorio.unisucre.edu.co']","['Repositorio Universidad de Sucre', 'Repositorio Universidad de Sucre']",['http://repositorio.unisucre.edu.co/oai'],[],[],[],[],"['TRUE', 'FALSE']","['TRUE', 'FALSE']","['TRUE', 'FALSE']",['Universidad de Sucre'],['http://www.unisucre.edu.co/'],"['co', 'co']",['Sincelejo'],[],[],"['dspace', 'dspace']","['geoname_2_CO', 'geoname_2_CO']","['other', 'other']","[['R1', 'PE', 'H1', 'S1']]","['2019-08-23 20:53:26', '2017-10-04 17:17:44']",[],[],[],[],[],[],[],[],[],[],[],['celestial'],['6548'],[],[],[],[],[],[],[],[],[],[],[],"['roar_15060', 'roar_13134']",{'roar'}
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-109,dedup::c678aec6e828c899b32a099c14ee882c,"['4756', '5056']","['4756', '5056']","['Welcome to Open Access Repository of ICRISAT - OAR@ICRISAT', 'Welcome to Open Access Repository of ICRISAT - OAR@ICRISAT']","['roar', 'roar']","['roar_4756', 'roar_5056']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['4756', '5056']","['14', '13']","['archive', 'archive']","['132', '1627']","[nan, nan]","[nan, nan]","['disk0/00/00/47/56', 'disk0/00/00/50/56']","['2012-04-16 13:10:39', '2012-04-16 13:53:16']","['2012-08-07 13:54:17', '2012-08-07 13:54:59']","['2012-04-16 13:10:39', '2012-04-16 13:53:16']","['institutional', 'institutional']",[],"[nan, nan]","['show', 'no_search']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['http://oar.icrisat.org', 'http://oar.icrisat.org']","['Welcome to Open Access Repository of ICRISAT - OAR@ICRISAT', 'Welcome to Open Access Repository of ICRISAT - OAR@ICRISAT']","['http://oar.icrisat.org/cgi/oai2', 'http://oar.icrisat.org/cgi/oai2']",[],"['http://oar.icrisat.org/cgi/latest_tool?output=RSS2', 'http://oar.icrisat.org/cgi/latest_tool?output=RSS']",[],[],"['FALSE', 'FALSE']","['TRUE', 'TRUE']","['TRUE', 'TRUE']","['International Crops Research Institute for the Semi-Arid Tropics', 'International Crops Research Institute for the Semi-Arid Tropics']","['http://www.icrisat.org', 'http://www.icrisat.org']","['in', 'in']",[],[],[],"['eprints', 'eprints']","['geoname_2_IN', 'geoname_2_IN']","['3.3.16 eps', '3.3.16 eps']","['S1', 'S1']","['2012-02-07 13:38:51', '2012-04-02 04:20:55']",[],[],"['0', '0']","['0', '0']","['0', '0']","['99', '99']","['0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,54,77,99,99,99,99,99,99,99', '0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,54,77,99,99,99,99,99,99,99']",[],[],[],[],"['celestial', 'celestial']","['4857', '4857']",[],[],[],[],[],[],[],[],[],[],[],"['roar_4756', 'roar_5056']",{'roar'}
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+105,dedup::c12706a7c6e8d6476c3d2b6ae0042a82,"['3230', '3986']","['3230', '3986']","['ARCA', 'ARCA']","['roar', 'roar']","['roar_3230', 'roar_3986']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['3230', '3986']","['155', '5']","['archive', 'archive']","['538', '538']","[nan, nan]","[nan, nan]","['disk0/00/00/32/30', 'disk0/00/00/39/86']","['2010-12-06 19:46:53', '2011-07-14 23:01:05']","['2011-10-03 05:56:11', '2011-07-14 23:01:48']","['2010-12-06 19:46:53', '2011-07-14 23:01:05']","['institutional', 'institutional']",['3230'],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]","['0', '0']","[nan, nan]","[nan, nan]",[],"['http://www.arca.fiocruz.br', 'http://www.arca.fiocruz.br']","['ARCA', 'ARCA']","['http://arca.icict.fiocruz.br/oai/request', 'http://www.arca.fiocruz.br/oai']",[],[],[],"['Welcome to ARCA, the Institutional Repository (IR) of Fiocruz developed to disseminate and preserve the intellectual output of the Foundation. ARCA has the aim to gather and give visibility to the technical-scientific and represent a significant part of the research effort in public health in Brazil. Meet the ARCA and part of the international movement for free access to information! Good research!', 'Welcome to ARCA, the Institutional Repository (IR) of Fiocruz developed to disseminate and preserve the intellectual output of the Foundation. ARCA has the aim to gather and give visibility to the technical-scientific and represent a significant part of the research effort in public health in Brazil. Meet the ARCA and part of the international movement for free access to information! Good research!']","['TRUE', 'TRUE']","['TRUE', 'TRUE']","['FALSE', 'FALSE']","['Fiocruz - Fundação Oswaldo Cruz', 'Fiocruz - Fundação Oswaldo Cruz']",[],"['br', 'br']","['Rio de Janeiro', 'Rio de Janeiro']",[],[],"['dspace', 'dspace']","['geoname_2_BR', 'geoname_2_BR']","['other', 'other']","[['R1', 'Q1', 'Z665'], ['R1', 'Q1', 'Z665']]","['2010-08-23 16:00:12', '2010-11-04 16:55:02']",[],[],['0'],['0'],['0'],['83'],"['0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,73,78,83,83,83,83,83,83,83']",[],[],[],[],"[['opendoar', 'celestial'], ['opendoar', 'celestial']]","[['2135', '4585'], ['2135', '2333']]","[['opendoar', 'celestial']]",[],[],[],[],[],[],[],[],[],[],"['roar_3230', 'roar_3986']",{'roar'}
+106,dedup::c2ae5cb2426d96ed19a50b0b7d7c8e11,"['9487', '7574']","['9487', '7574']","['IR at NRF: Home', 'IR at NRF: Home']","['roar', 'roar']","['roar_9487', 'roar_7574']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['9487', '7574']","['16', '25']","['archive', 'archive']","['6458', '2627']","[nan, nan]","[nan, nan]","['disk0/00/00/94/87', 'disk0/00/00/75/74']","['2015-05-15 14:03:55', '2013-11-15 12:15:54']","['2016-03-21 20:21:02', '2013-12-23 06:44:23']","['2015-05-15 14:03:55', '2013-11-15 12:15:54']","['multi', 'institutional']",[],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['http://ir.nrf.ac.za/', 'http://ir.nrf.ac.za/']","['IR at NRF: Home', 'IR at NRF: Home']",['http://ir.nrf.ac.za/oai/request'],[],[],[],"['The NRF receives its mandate from the National Research Foundation Act (Act No 23 of 1998)to support and promote research through funding, human capacity development and the provision of the necessary research facilities, in order to facilitate the creation of knowledge, innovation and development in all fields of the natural and social sciences, humanities and technology, including indigenous knowledge systems. The NRF Research Facilities: HartRAO, iThemba LABS, NZG, SAAO, SAASTA, SAEON and SAIAB conduct research in specific scientific disciplines.', 'The NRF receives its mandate from the National Research Foundation Act (Act No 23 of 1998)to support and promote research through funding, human capacity development and the provision of the necessary research facilities, in order to facilitate the creation of knowledge, innovation and development in all fields of the natural and social sciences, humanities and technology, including indigenous knowledge systems. The NRF Research Facilities: HartRAO, iThemba LABS, NZG, SAAO, SAEON and SAIAB conduct research in specific scientific disciplines.\n']","['TRUE', 'TRUE']","['TRUE', 'TRUE']","['FALSE', 'FALSE']","['National Research Foundation of South Africa', 'National Research Foundation']","['http://www.nrf.ac.za/', 'http://www.nrf.ac.za']","['za', 'za']","['Pretoria', 'Pretoria']",['25'],['28'],"['dspace', 'dspace']","['geoname_2_ZA', 'geoname_2_ZA']","['other', 'other']","[['B1', 'AS', 'AI'], ['QB', 'Q1', 'QL', 'QK', 'QA', 'QC']]","['2015-02-10 06:35:50', '2013-11-14 05:40:21']",[],[],[],[],[],[],[],[],[],[],[],"['roarmap', 'celestial']",['5364'],[],[],[],[],[],[],[],[],[],[],[],"['roar_9487', 'roar_7574']",{'roar'}
+107,dedup::c2be0c8ff27074343b8218c3b01bb3d0,"['15060', '13134']","['15060', '13134']","['Repositorio Universidad de Sucre', 'Repositorio Universidad de Sucre']","['roar', 'roar']","['roar_15060', 'roar_13134']",[],[],[],[],[],[],[],[],[],"[nan, nan]",[],[],"[nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['15060', '13134']","['10', '11']","['archive', 'archive']","['12075', '1025']","[nan, nan]","[nan, nan]","['disk0/00/01/50/60', 'disk0/00/01/31/34']","['2020-03-02 14:27:47', '2017-11-16 14:10:09']","['2020-03-02 14:27:47', '2017-11-18 02:36:42']","['2020-03-02 14:27:47', '2017-11-16 14:10:09']","['institutional', 'institutional']",[],"[nan, nan]","['show', 'show']","[nan, nan]","[nan, nan]","[nan, nan]","[nan, nan]",[],[],[],[],[],"[nan, nan]","[nan, nan]","[nan, nan]",[],"[nan, nan]","[nan, nan]",[],"['https://repositorio.unisucre.edu.co/', 'http://repositorio.unisucre.edu.co']","['Repositorio Universidad de Sucre', 'Repositorio Universidad de Sucre']",['http://repositorio.unisucre.edu.co/oai'],[],[],[],[],"['TRUE', 'FALSE']","['TRUE', 'FALSE']","['TRUE', 'FALSE']",['Universidad de Sucre'],['http://www.unisucre.edu.co/'],"['co', 'co']",['Sincelejo'],[],[],"['dspace', 'dspace']","['geoname_2_CO', 'geoname_2_CO']","['other', 'other']","[['PE', 'H1', 'R1', 'S1']]","['2019-08-23 20:53:26', '2017-10-04 17:17:44']",[],[],[],[],[],[],[],[],[],[],[],['celestial'],['6548'],[],[],[],[],[],[],[],[],[],[],[],"['roar_15060', 'roar_13134']",{'roar'}
+108,dedup::c315f0320b7cd4ec85756fac52d78076,"['5524', '2723', '4999']","['5524', '2723', '4999']","['Biblioteca Virtual del la Universidad Tecnológica de El Salvador', 'Biblioteca Virtual del la Universidad Tecnológica de El Salvador', 'Biblioteca Virtual del la Universidad Tecnológica de El Salvador']","['roar', 'roar', 'roar']","['roar_5524', 'roar_2723', 'roar_4999']",[],[],[],[],[],[],[],[],[],"[nan, nan, nan]",[],[],"[nan, nan, nan]",[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],[],"['5524', '2723', '4999']","['8', '201', '8']","['archive', 'archive', 'archive']","['8', '8', '8']","[nan, nan, nan]","[nan, nan, nan]","['disk0/00/00/55/24', 'disk0/00/00/27/23', 'disk0/00/00/49/99']","['2012-12-12 01:13:17', '2010-05-21 14:59:11', '2012-04-16 13:42:45']","['2012-12-15 02:49:28', '2011-07-18 06:02:48', '2012-04-21 01:36:30']","['2012-12-12 01:13:17', '2010-05-21 14:59:11', '2012-04-16 13:42:45']","['institutional', 'institutional', 'institutional']",[],"[nan, nan, nan]","['show', 'show', 'show']","[nan, nan, nan]","[nan, nan, nan]","[nan, nan, nan]","[nan, nan, nan]",[],[],[],[],[],"[nan, nan, nan]","[nan, nan, nan]","[nan, nan, nan]",['0'],"[nan, nan, nan]","[nan, nan, nan]",[],"['http://biblioteca.utec.edu.sv/siabsb7/siab/opac3/', 'http://biblioteca.utec.edu.sv/bvirtual.html', 'http://biblioteca.utec.edu.sv/siabsb7/siab/opac3']","['Biblioteca Virtual del la Universidad Tecnológica de El Salvador', 'Biblioteca Virtual del la Universidad Tecnológica de El Salvador', 'Biblioteca Virtual del la Universidad Tecnológica de El Salvador']","['http://biblioteca.utec.edu.sv', 'http://biblioteca.utec.edu.sv']",[],[],[],"['This site provides access to the output of the institution. Some documents may open from other URLs within the instittuion. The interface is in Spanish', 'This site provides access to the output of the institution. Some documents may open from other URLs within the instittuion. The interface is in Spanish', 'This site provides access to the output of the institution. Some documents may open from other URLs within the instittuion. The interface is in Spanish']",['FALSE'],['FALSE'],['FALSE'],"['Universidad Tecnológica de El Salvador', 'Universidad Tecnológica de El Salvador', 'Universidad Tecnológica de El Salvador']","['http://www.utec.edu.sv/', 'http://www.utec.edu.sv/', 'http://www.utec.edu.sv/']","['sv', 'sv', 'sv']",[],[],[],['dspace'],"['geoname_2_SV', 'geoname_2_SV']","['other', 'other', 'other']",[],"['2012-07-01 15:13:26', '2010-05-16 15:12:15', '2012-03-25 15:13:01']",[],[],[],[],[],[],[],[],[],[],[],"['opendoar', ['opendoar', 'celestial'], ['opendoar', 'celestial']]","['1815', ['2175', '1815'], ['2175', '1815']]",[],[],[],[],[],[],[],[],[],[],[],"['roar_5524', 'roar_2723', 'roar_4999']",{'roar'}
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diff --git a/notebooks/03-overlap.ipynb b/notebooks/03-overlap.ipynb
index 40aea12..7209e9f 100644
--- a/notebooks/03-overlap.ipynb
+++ b/notebooks/03-overlap.ipynb
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+ "1 [{'name': 'central european university', 'alte... \n",
+ "2 [{'name': 'european university institute', 'al... \n",
+ "3 [{'name': 'uhasselt', 'alternativeName': 'hass... \n",
+ "4 [{'name': 'university of utrecht', 'alternativ... \n",
"\n",
" OpenDOAR_policy_urls \\\n",
"0 [] \n",
@@ -1345,17 +1345,17 @@
"4 https://dspace.library.uu.nl/oai/request OpenDOAR_101 "
]
},
- "execution_count": 4,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"opendoar_df = pd.read_csv('../data/raw/openDoar.tsv', delimiter='\\t',\n",
- " converters={'subject': ast.literal_eval,\n",
- " 'alternativeNames': ast.literal_eval,\n",
- " 'contentType': ast.literal_eval,\n",
- " 'institution': ast.literal_eval\n",
+ " converters={'repository_metadata.content_subjects_phrases': ast.literal_eval,\n",
+ " 'repository_metadata.alternativename': ast.literal_eval,\n",
+ " 'repository_metadata.content_types': ast.literal_eval,\n",
+ " 'organization': ast.literal_eval\n",
" },\n",
" dtype={'system_metadata.id': str})\n",
"\n",