registries_analysis/notebooks/03-overlap.ipynb

In [1]:

import ast
import csv
import json
import glom

import numpy as np
import pandas as pd

import matplotlib.pyplot as plt
from matplotlib_venn import venn2, venn2_circles

import plotly
from plotly.offline import iplot, init_notebook_mode
import plotly.graph_objs as go
import plotly.express as px

pd.set_option('display.max_columns', None)

In [2]:

with open('../data/raw/fairsharing_dump_api_09_2021.json') as f:
    lines = f.read().splitlines()
    
fairsharing_df = pd.DataFrame(lines)
fairsharing_df.columns = ['json_element']
fairsharing_df['json_element'].apply(json.loads)
fairsharing_df = pd.json_normalize(fairsharing_df['json_element'].apply(json.loads))

fairsharing_df['unique_id'] = 'FAIRsharing_' + fairsharing_df.id
fairsharing_df = fairsharing_df.add_prefix('FAIRsharing_')
fairsharing_df.head()

Out[2]:

	FAIRsharing_id	FAIRsharing_type	FAIRsharing_attributes.created-at	FAIRsharing_attributes.updated-at	FAIRsharing_attributes.metadata.doi	FAIRsharing_attributes.metadata.name	FAIRsharing_attributes.metadata.status	FAIRsharing_attributes.metadata.contacts	FAIRsharing_attributes.metadata.homepage	FAIRsharing_attributes.metadata.identifier	FAIRsharing_attributes.metadata.description	FAIRsharing_attributes.metadata.support-links	FAIRsharing_attributes.metadata.year-creation	FAIRsharing_attributes.metadata.data-processes	FAIRsharing_attributes.legacy-ids	FAIRsharing_attributes.fairsharing-registry	FAIRsharing_attributes.record-type	FAIRsharing_attributes.subjects	FAIRsharing_attributes.domains	FAIRsharing_attributes.taxonomies	FAIRsharing_attributes.user-defined-tags	FAIRsharing_attributes.countries	FAIRsharing_attributes.name	FAIRsharing_attributes.abbreviation	FAIRsharing_attributes.url	FAIRsharing_attributes.doi	FAIRsharing_attributes.fairsharing-licence	FAIRsharing_attributes.description	FAIRsharing_attributes.publications	FAIRsharing_attributes.licence-links	FAIRsharing_attributes.metadata.citations	FAIRsharing_attributes.metadata.abbreviation	FAIRsharing_attributes.metadata.access-points	FAIRsharing_attributes.metadata.associated-tools	FAIRsharing_attributes.metadata.deprecation-date	FAIRsharing_attributes.metadata.deprecation-reason	FAIRsharing_attributes.metadata.tombstone	FAIRsharing_unique_id
0	1723	fairsharing-records	2014-11-04T15:23:40.000Z	2021-09-30T11:39:06.829Z	10.25504/FAIRsharing.8t18te	Cell Image Library	ready	[{'contact-name': 'David Orloff', 'contact-ema...	http://www.cellimagelibrary.org	1723	This library is a public and easily accessible...	[{'url': 'http://www.cellimagelibrary.org/page...	2010.0	[{'name': 'live update', 'type': 'data release...	[biodbcore-000180, bsg-d000180]	Database	repository	[Cell Biology, Life Science]	[Cell, Microscopy, Light microscopy, Electron ...	[All]	[]	[United States]	FAIRsharing record for: Cell Image Library	None	https://fairsharing.org/10.25504/FAIRsharing.8...	10.25504/FAIRsharing.8t18te	https://creativecommons.org/licenses/by-sa/4.0...	This FAIRsharing record describes: This librar...	[{'id': 232, 'pubmed_id': 23203874, 'title': '...	[{'licence-name': 'Cell Image Library Data Pol...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	FAIRsharing_1723
1	3101	fairsharing-records	2020-09-16T08:49:13.000Z	2021-09-30T11:36:45.452Z	NaN	WHOI Ship Data-Grabber System	ready	NaN	http://4dgeo.whoi.edu/shipdata/SDG_shipdata.html	3101	The WHOI Ship DataGrabber system provides the ...	[{'url': 'http://4dgeo.whoi.edu/shipdata/SDG_o...	2004.0	[{'url': 'http://4dgeo.whoi.edu/sdg-bin/dv_mai...	[biodbcore-001609, bsg-d001609]	Database	repository	[Earth Science, Water Research, Oceanography]	[]	[Not applicable]	[subseafloor environments]	[United States]	FAIRsharing record for: WHOI Ship Data-Grabber...	None	https://fairsharing.org/fairsharing_records/3101	None	https://creativecommons.org/licenses/by-sa/4.0...	This FAIRsharing record describes: The WHOI Sh...	[]	[{'licence-name': 'NDSF Data Archive Policy', ...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	FAIRsharing_3101
2	2649	fairsharing-records	2018-08-07T20:23:32.000Z	2021-09-30T11:39:07.898Z	NaN	Electron Microscope Public Image Archive	ready	[{'contact-name': 'General contact', 'contact-...	https://www.ebi.ac.uk/pdbe/emdb/empiar/	2649	EMPIAR, the Electron Microscopy Public Image A...	[{'url': 'https://www.ebi.ac.uk/support/EMPIAR...	2015.0	[{'url': 'https://www.ebi.ac.uk/pdbe/emdb/empi...	[biodbcore-001140, bsg-d001140]	Database	repository	[Bioinformatics, Biology]	[Protein image, Microscopy, Electron microscop...	[All]	[]	[Greece, Czech Republic, United Kingdom, Icela...	FAIRsharing record for: Electron Microscope Pu...	EMPIAR	https://fairsharing.org/fairsharing_records/2649	None	https://creativecommons.org/licenses/by-sa/4.0...	This FAIRsharing record describes: EMPIAR, the...	[{'id': 2232, 'pubmed_id': 27067018, 'title': ...	[{'licence-name': 'EMBL-EBI Terms of Use', 'li...	[{'doi': '10.1038/nmeth.3806', 'pubmed-id': 27...	EMPIAR	[{'url': 'https://www.ebi.ac.uk/pdbe/emdb/empi...	[{'url': 'https://www.ebi.ac.uk/pdbe/emdb/empi...	NaN	NaN	NaN	FAIRsharing_2649
3	2657	fairsharing-records	2018-08-13T15:12:11.000Z	2021-09-30T11:37:28.736Z	10.25504/FAIRsharing.tnByoG	ClinicalStudyDataRequest.com	ready	[{'contact-email': 'support@clinicalstudydatar...	https://clinicalstudydatarequest.com/	2657	ClinicalStudyDataRequest.com (CSDR) is a conso...	[{'url': 'https://clinicalstudydatarequest.com...	2014.0	[{'url': 'https://clinicalstudydatarequest.com...	[biodbcore-001149, bsg-d001149]	Database	repository	[Preclinical Studies, Biomedical Science]	[]	[Homo sapiens]	[]	[Worldwide]	FAIRsharing record for: ClinicalStudyDataReque...	CSDR	https://fairsharing.org/10.25504/FAIRsharing.t...	10.25504/FAIRsharing.tnByoG	https://creativecommons.org/licenses/by-sa/4.0...	This FAIRsharing record describes: ClinicalStu...	[]	[{'licence-name': 'CSDR Data Sharing Agreement...	NaN	CSDR	NaN	NaN	NaN	NaN	NaN	FAIRsharing_2657
4	2078	fairsharing-records	2014-11-04T15:23:40.000Z	2021-09-30T11:34:43.129Z	10.25504/FAIRsharing.3axym7	Germplasm Resources Information Network	ready	[{'contact-email': 'dbmu@ars-grin.gov'}]	https://www.ars-grin.gov/	2078	GRIN provides National Genetic Resources Progr...	[{'url': 'https://www.ars-grin.gov/Pages/Colle...	2010.0	[{'url': 'https://www.ars-grin.gov/', 'name': ...	[biodbcore-000546, bsg-d000546]	Database	repository	[Life Science]	[Cell, Cell culture, Germplasm]	[Bacteria, Metazoa, Viridiplantae]	[]	[United States]	FAIRsharing record for: Germplasm Resources In...	GRIN	https://fairsharing.org/10.25504/FAIRsharing.3...	10.25504/FAIRsharing.3axym7	https://creativecommons.org/licenses/by-sa/4.0...	This FAIRsharing record describes: GRIN provid...	[]	[]	NaN	GRIN	NaN	NaN	NaN	NaN	NaN	FAIRsharing_2078

In [3]:

re3data_df = pd.read_csv('../data/raw/re3data.tsv', delimiter='\t',
                        converters={'subject': ast.literal_eval,
                                    'keyword': ast.literal_eval,
                                    'additionalName': ast.literal_eval,
                                    'repositoryIdentifier': ast.literal_eval,
                                    'type': ast.literal_eval,
                                    'contentType': ast.literal_eval,
                                    'providerType': ast.literal_eval,
                                    'institution': ast.literal_eval
                                    })

re3data_df['unique_id'] = 're3data_' + re3data_df.orgIdentifier
re3data_df = re3data_df.add_prefix('re3data_')
re3data_df.head()

Out[3]:

	re3data_OpenAIREID	re3data_orgIdentifier	re3data_repositoryName	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_description	re3data_type	re3data_size	re3data_updateDate	re3data_startDate	re3data_endDate	re3data_subject	re3data_missionStatement	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUpload	re3data_dataUploadLicense	re3data_software	re3data_versioning	re3data_api	re3data_pidSystem	re3data_citationGuidelineURL	re3data_aidSystem	re3data_enhancedPublication	re3data_qualityManagement	re3data_certificate	re3data_metadataStandard	re3data_syndication	re3data_remarks	re3data_entryDate	re3data_lastUpdate	re3data_unique_id
0	re3data_____::91780fe96da5ba32f804e43359c154ba	r3d100000001	Odum Institute Archive Dataverse	[]	https://dataverse.unc.edu/dataverse/odum	[]	The Odum Institute Archive Dataverse contains ...	[disciplinary]	13 dataverses; 3.050 datasets	2020-12-04	NaN	NaN	[1 Humanities and Social Sciences, 111 Social ...	False	[Databases, Plain text, Scientific and statist...	[dataProvider]	[FAIR, Middle East, crime, demography, economy...	[[Odum Institute for Research in Social Scienc...	True	true	True	True	True	True	False	True	NaN	False	True	True	True	unknown	yes	True	True	False	Odum Dataverse is covered by Thomson Reuters D...	2013-06-10	2021-07-06	re3data_r3d100000001
1	re3data_____::cc3ea05c863cd49af75f7f54e0e86f09	r3d100000002	Access to Archival Databases	[AAD]	https://aad.archives.gov/aad/	[RRID:SCR_010479, RRID:nlx_157752]	You will find in the Access to Archival Databa...	[disciplinary]	NaN	NaN	1985	NaN	[1 Humanities and Social Sciences, 102 History...	True	[Images, Standard office documents, Structured...	[dataProvider]	[US History]	[[The U.S. National Archives and Records Admin...	True	true	False	True	True	True	False	True	no	True	True	True	True	unknown	unknown	False	False	True	NaN	2012-07-04	2021-05-25	re3data_r3d100000002
2	re3data_____::a2f73fbe91311f4356d0d7957c441773	r3d100000004	Datenbank Gesprochenes Deutsch	[DGD, DGD2 (formerly), Database for Spoken Ger...	https://dgd.ids-mannheim.de/	[]	The "Database for Spoken German (DGD)" is a co...	[disciplinary]	34 corpora	2020-02-03	2012	NaN	[1 Humanities and Social Sciences, 104 Linguis...	True	[Audiovisual data, Standard office documents, ...	[dataProvider, serviceProvider]	[Australian German, FOLK, German dialects, Pfe...	[[Institut für Deutsche Sprache, Archiv für Ge...	True	true	False	True	True	True	False	True	yes	False	True	True	True	unknown	unknown	True	False	False	NaN	2012-07-20	2020-08-27	re3data_r3d100000004
3	re3data_____::0394b97eb11f19785cbca1ec830429da	r3d100000005	UNC Dataverse	[University of North Carolina Dataverse]	https://dataverse.unc.edu/	[]	UNC Dataverse is an open-source repository sof...	[institutional]	186 dataverses; 25.272 studies; 229.442 files	2020-11-30	2011	NaN	[1 Humanities and Social Sciences, 111 Social ...	True	[Archived data, Plain text, Raw data, Scientif...	[dataProvider, serviceProvider]	[FAIR, census, demographic survey, demography,...	[[Odum Institute for Research in Social Scienc...	True	true	False	True	True	True	True	True	yes	True	True	True	True	unknown	yes	False	True	False	UNC Dataverse is covered by Clarivate Data Cit...	2012-07-23	2021-08-11	re3data_r3d100000005
4	re3data_____::a48f09c562b247a9919acfe195549b47	r3d100000006	Archaeology Data Service	[ADS]	https://archaeologydataservice.ac.uk/	[FAIRsharing_doi:10.25504/FAIRsharing.hm1mfg]	The ADS is an accredited digital repository fo...	[disciplinary]	1837 results	2020-05-20	1996-10-01	NaN	[1 Humanities and Social Sciences, 101 Ancient...	True	[Archived data, Audiovisual data, Databases, I...	[dataProvider, serviceProvider]	[FAIR, archaeology, cultural heritage, prehist...	[[Arts and Humanities Research Council, [AHRC]...	True	true	True	True	True	True	True	True	yes	True	True	True	True	unknown	yes	True	True	True	ADS is covered by Clarivate Data Citation Inde...	2012-07-23	2021-09-02	re3data_r3d100000006

In [4]:

opendoar_df = pd.read_csv('../data/raw/openDoar.tsv', delimiter='\t',
                         converters={'subject': ast.literal_eval,
                                    'alternativeNames': ast.literal_eval,
                                    'contentType': ast.literal_eval,
                                    'institution': ast.literal_eval
                                    },
                         dtype={'orgIdentifier': str})

opendoar_df['unique_id'] = 'OpenDOAR_' + opendoar_df.orgIdentifier
opendoar_df = opendoar_df.add_prefix('OpenDOAR_')
opendoar_df.head()

Out[4]:

	OpenDOAR_OpenAIREID	OpenDOAR_orgIdentifier	OpenDOAR_repositoryName	OpenDOAR_alternativeNames	OpenDOAR_repositoryURL	OpenDOAR_description	OpenDOAR_type	OpenDOAR_updateDate	OpenDOAR_startDate	OpenDOAR_subject	OpenDOAR_contentType	OpenDOAR_institution	OpenDOAR_metadataPolicy	OpenDOAR_dataPolicy	OpenDOAR_submissionPolicy	OpenDOAR_contentPolicy	OpenDOAR_software	OpenDOAR_api	OpenDOAR_unique_id
0	opendoar____::82161242827b703e6acf9c726942a1e4	175	hku theses online	[]	http://hub.hku.hk/handle/10722/1057	this is an institutional repository providing ...	institutional	2021-03-25 10:16:18	2005-12-21 12:44:08	[multidisciplinary]	[bibliographic_references, theses_and_disserta...	[[university of hong kong, [香港大學, hku], cn, ht...	False	False	False	False	dspace cris-5.3.1-snapshot	false	OpenDOAR_175
1	opendoar____::ea5d2f1c4608232e07d3aa3d998e5135	64	research support scheme - central european uni...	[]	http://rss.archives.ceu.hu/	this is an institutional repository collecting...	institutional	2021-03-25 09:48:31	2006-01-04 14:59:30	[multidisciplinary]	[unpub_reports_and_working_papers]	[[central european university, [ceu], hu, http...	False	False	False	False	eprints 2.2.1	true	OpenDOAR_64
2	opendoar____::a8f15eda80c50adb0e71943adc8015cf	151	cadmus, eui research repository	[]	http://cadmus.eui.eu/	cadmus is the name of the eui research reposit...	institutional	2021-09-13 13:35:36	2006-01-04 12:07:07	[history and archaeology, multidisciplinary, s...	[journal_articles, theses_and_dissertations, u...	[[european university institute, [eui], it, ht...	False	False	False	False	dspace 5.2	true	OpenDOAR_151
3	opendoar____::65b9eea6e1cc6bb9f0cd2a47751a186f	105	document server@uhasselt	[]	https://doclib.uhasselt.be/dspace/	this site is a university repository providing...	institutional	2021-04-16 15:23:52	2006-01-24 15:46:44	[multidisciplinary]	[journal_articles, conference_and_workshop_pap...	[[hasselt university, [universiteit hasselt, u...	False	False	False	False	dspace 1.7.2	true	OpenDOAR_105
4	opendoar____::38b3eff8baf56627478ec76a704e9b52	101	utrecht university repository	[]	http://dspace.library.uu.nl	this site is a university repository providing...	institutional	2021-04-16 15:22:03	2006-01-13 12:55:13	[multidisciplinary]	[journal_articles, conference_and_workshop_pap...	[[university of utrecht, [universiteit utrecht...	False	False	False	False	dspace	true	OpenDOAR_101

In [5]:

roar_df = pd.read_csv('../data/raw/export_roar_CSV.csv', dtype='str')
roar_df = roar_df.groupby('eprintid').aggregate(set)

def value_or_list(cell_set):
    copy = set(cell_set)
    copy.discard(np.nan) 
    if len(copy) == 0:
        return np.nan
    if len(copy) == 1:
        return copy.pop()
    return list(copy)
        
roar_df = roar_df.applymap(value_or_list)
roar_df.reset_index(inplace=True)

roar_df['unique_id'] = 'roar_' + roar_df.eprintid
roar_df = roar_df.add_prefix('roar_')
roar_df.head()

Out[5]:

	roar_eprintid	roar_rev_number	roar_eprint_status	roar_userid	roar_importid	roar_source	roar_dir	roar_datestamp	roar_lastmod	roar_status_changed	roar_type	roar_succeeds	roar_commentary	roar_metadata_visibility	roar_latitude	roar_longitude	roar_relation_type	roar_relation_uri	roar_item_issues_id	roar_item_issues_type	roar_item_issues_description	roar_item_issues_timestamp	roar_item_issues_status	roar_item_issues_reported_by	roar_item_issues_resolved_by	roar_item_issues_comment	roar_item_issues_count	roar_sword_depositor	roar_sword_slug	roar_exemplar	roar_home_page	roar_title	roar_oai_pmh	roar_sword_endpoint	roar_rss_feed	roar_twitter_feed	roar_description	roar_fulltext	roar_open_access	roar_mandate	roar_organisation_title	roar_organisation_home_page	roar_location_country	roar_location_city	roar_location_latitude	roar_location_longitude	roar_software	roar_geoname	roar_version	roar_subjects	roar_date	roar_note	roar_suggestions	roar_activity_low	roar_activity_medium	roar_activity_high	roar_recordcount	roar_recordhistory	roar_fulltexts_total	roar_fulltexts_docs	roar_fulltexts_rtotal	roar_fulltexts_rdocs	roar_registry_name	roar_registry_id	roar_submit_to	roar_submitted_to_name	roar_submitted_to_done	roar_webometrics_rank	roar_webometrics_size	roar_webometrics_visibility	roar_webometrics_rich_files	roar_webometrics_scholar	roar_monthly_deposits	roar_total_deposits	roar_association	roar_unique_id
0	1	633	archive	1	NaN	NaN	disk0/00/00/00/01	2010-01-06 13:43:48	2011-07-18 05:40:07	2010-01-06 13:43:48	subject	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	http://archivesic.ccsd.cnrs.fr/	@RCHIVESIC	http://archivesic.ccsd.cnrs.fr/oai/oai.php	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	fr	NaN	NaN	NaN	hal	geoname_2_FR	other	NaN	2002-05-17 19:24:41	NaN	NaN	0	0	0	25	0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,...	NaN	NaN	NaN	NaN	[opendoar, celestial]	[58, 669]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_1
1	10	511	archive	1	NaN	NaN	disk0/00/00/00/10	2010-01-06 13:43:48	2011-07-18 05:40:13	2010-01-06 13:43:48	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	http://www.diva-portal.org/mdh/	Academic Archive On-line (Mälardalen Universit...	http://www.diva-portal.org/oai/mdh/OAI	NaN	NaN	NaN	NaN	TRUE	TRUE	NaN	NaN	NaN	se	Uppsala	59.8667	17.6333	diva	geoname_2_SE	other	NaN	2005-12-08 13:15:22	NaN	NaN	0	0	0	100	0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,8,39,100,100,100...	NaN	NaN	NaN	NaN	[opendoar, celestial]	[258, 526]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_10
2	1000	274	archive	1	NaN	NaN	disk0/00/00/10/00	2010-01-06 13:45:01	2011-07-06 08:21:21	2010-01-06 13:45:01	subject	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	http://pam.pisharp.org/	PAM - Portuguese Archive of Mathematics	NaN	NaN	NaN	NaN	NaN	TRUE	TRUE	NaN	NaN	NaN	pt	Bellevue, WA	47.6034	-122.155	dspace	geoname_2_PT	other	NaN	2006-05-04 10:48:14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_1000
3	10001	20	archive	91	NaN	NaN	disk0/00/01/00/01	2015-08-08 14:52:11	2016-03-21 19:44:01	2015-08-08 14:52:11	subject	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://edoc.sub.uni-hamburg.de/klimawandel/	Klimawandel Dokumentenserver	http://edoc.sub.uni-hamburg.de/klimawandel/oai	NaN	NaN	NaN	The "Documentenserver Klimawandel" (Repository...	TRUE	TRUE	TRUE	[Climate Service Center 2.0, Helmholtz-Zentrum...	[http://www.climateservicecenter.de/, http://w...	de	Hamburg	53.5511	9.9937	opus	geoname_2_DE	other	[S1, G1, GF, HD, GE]	2015-07-02 08:08:31	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[opendoar, celestial]	[3408, 5881]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_10001
4	10008	11	archive	404	NaN	NaN	disk0/00/01/00/08	2015-08-08 14:52:26	2016-03-21 19:43:51	2015-08-08 14:52:26	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://creativematter.skidmore.edu/	Creative Matter | Skidmore College Research	http://creativematter.skidmore.edu/do/oai/	NaN	http://creativematter.skidmore.edu/recent.rss	NaN	Welcome to Creative Matter, a repository for t...	TRUE	FALSE	FALSE	Skidmore College	http://www.skidmore.edu/	us	Saratoga Springs	43.0961	-73.7818	bepress	geoname_2_US	other	NaN	2015-07-06 17:35:50	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	celestial	5882	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_10008

In [6]:

roar_df[roar_df.roar_eprintid == '10013']

Out[6]:

	roar_eprintid	roar_rev_number	roar_eprint_status	roar_userid	roar_importid	roar_source	roar_dir	roar_datestamp	roar_lastmod	roar_status_changed	roar_type	roar_succeeds	roar_commentary	roar_metadata_visibility	roar_latitude	roar_longitude	roar_relation_type	roar_relation_uri	roar_item_issues_id	roar_item_issues_type	roar_item_issues_description	roar_item_issues_timestamp	roar_item_issues_status	roar_item_issues_reported_by	roar_item_issues_resolved_by	roar_item_issues_comment	roar_item_issues_count	roar_sword_depositor	roar_sword_slug	roar_exemplar	roar_home_page	roar_title	roar_oai_pmh	roar_sword_endpoint	roar_rss_feed	roar_twitter_feed	roar_description	roar_fulltext	roar_open_access	roar_mandate	roar_organisation_title	roar_organisation_home_page	roar_location_country	roar_location_city	roar_location_latitude	roar_location_longitude	roar_software	roar_geoname	roar_version	roar_subjects	roar_date	roar_note	roar_suggestions	roar_activity_low	roar_activity_medium	roar_activity_high	roar_recordcount	roar_recordhistory	roar_fulltexts_total	roar_fulltexts_docs	roar_fulltexts_rtotal	roar_fulltexts_rdocs	roar_registry_name	roar_registry_id	roar_submit_to	roar_submitted_to_name	roar_submitted_to_done	roar_webometrics_rank	roar_webometrics_size	roar_webometrics_visibility	roar_webometrics_rich_files	roar_webometrics_scholar	roar_monthly_deposits	roar_total_deposits	roar_association	roar_unique_id
7	10013	31	archive	7104	NaN	NaN	disk0/00/01/00/13	2015-08-08 14:53:04	2016-03-21 19:54:43	2015-08-08 14:53:04	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://er.ucu.edu.ua/	ErUCU: Electronic repository of the Ukrainian ...	http://er.ucu.edu.ua/oai/request	http://er.ucu.edu.ua/sword/	http://er.ucu.edu.ua/feed/rss_2.0/site	NaN	Ukrainian Catholic University’s institutional ...	TRUE	TRUE	TRUE	Ukrainian Catholic University	http://ucu.edu.ua/eng/	ua	Lviv	NaN	NaN	dspace	geoname_2_UA	other	[BL, L1, D901, D204, H1, AC, BF, B1, BS, DK, H...	2015-07-07 12:38:37	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[opendoar, celestial]	[5883, 3410]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[ivy_league, russell_group]	roar_10013

Joining information¶

In [7]:

dup = pd.read_csv('../data/interim/datasources_dedup_result_v2.csv', sep=';', quotechar='"', header=None, names=['dedup_id', 'duplicate_id', 'original_id', 'name', 'source'])
dup['unique_id'] = dup.source + '_' + dup.original_id
dup.head()

Out[7]:

	dedup_id	duplicate_id	original_id	name	source	unique_id
0	dedup::860320be12a1c050cd7731794e231bd3	opendoar____::2290a7385ed77cc5592dc2153229f082	1064	oxford university research archive	OpenDOAR	OpenDOAR_1064
1	dedup::1aa7a8773e6a7fdacbcedf9999009a38	opendoar____::191f8f858acda435ae0daf994e2a72c2	8648	digital commons@georgia southern	OpenDOAR	OpenDOAR_8648
2	dedup::31bceb0c3e2a260593e1e36655ebcee4	opendoar____::d5776aeecb3c45ab15adce6f5cb355f3	9713	materials data repository	OpenDOAR	OpenDOAR_9713
3	dedup::e37b08dd3015330dcbb5d6663667b8b8	opendoar____::18997733ec258a9fcaf239cc55d53363	427	digital repository at the university of maryland	OpenDOAR	OpenDOAR_427
4	dedup::2841194266115ac1cc04d19630cde46b	re3data_____::3afbb2b45a3dd218a5a091ca773cf6c5	r3d100011189	PRISM: University of Calgary's Digital Repository	re3data	re3data_r3d100011189

In [8]:

dup.describe()

Out[8]:

	dedup_id	duplicate_id	original_id	name	source	unique_id
count	4611	4611	4611	4611	4611	4611
unique	2188	4611	4155	3964	4	4611
top	dedup::83d3d4b6c9579515e1679aca8cbc8033	opendoar____::2290a7385ed77cc5592dc2153229f082	3089	UPN JATIM REPOSITORY	roar	OpenDOAR_1064
freq	5	1	3	4	1977	1

In [9]:

dup = dup.merge(fairsharing_df, left_on='unique_id', right_on='FAIRsharing_unique_id', how='left')
dup = dup.merge(re3data_df, left_on='unique_id', right_on='re3data_unique_id', how='left')
dup = dup.merge(opendoar_df, left_on='unique_id', right_on='OpenDOAR_unique_id', how='left')
dup = dup.merge(roar_df, left_on='unique_id', right_on='roar_unique_id', how='left')
dup.head()

Out[9]:

	dedup_id	duplicate_id	original_id	name	source	unique_id	FAIRsharing_id	FAIRsharing_type	FAIRsharing_attributes.created-at	FAIRsharing_attributes.updated-at	FAIRsharing_attributes.metadata.doi	FAIRsharing_attributes.metadata.name	FAIRsharing_attributes.metadata.status	FAIRsharing_attributes.metadata.contacts	FAIRsharing_attributes.metadata.homepage	FAIRsharing_attributes.metadata.identifier	FAIRsharing_attributes.metadata.description	FAIRsharing_attributes.metadata.support-links	FAIRsharing_attributes.metadata.year-creation	FAIRsharing_attributes.metadata.data-processes	FAIRsharing_attributes.legacy-ids	FAIRsharing_attributes.fairsharing-registry	FAIRsharing_attributes.record-type	FAIRsharing_attributes.subjects	FAIRsharing_attributes.domains	FAIRsharing_attributes.taxonomies	FAIRsharing_attributes.user-defined-tags	FAIRsharing_attributes.countries	FAIRsharing_attributes.name	FAIRsharing_attributes.abbreviation	FAIRsharing_attributes.url	FAIRsharing_attributes.doi	FAIRsharing_attributes.fairsharing-licence	FAIRsharing_attributes.description	FAIRsharing_attributes.publications	FAIRsharing_attributes.licence-links	FAIRsharing_attributes.metadata.citations	FAIRsharing_attributes.metadata.abbreviation	FAIRsharing_attributes.metadata.access-points	FAIRsharing_attributes.metadata.associated-tools	FAIRsharing_attributes.metadata.deprecation-date	FAIRsharing_attributes.metadata.deprecation-reason	FAIRsharing_attributes.metadata.tombstone	FAIRsharing_unique_id	re3data_OpenAIREID	re3data_orgIdentifier	re3data_repositoryName	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_description	re3data_type	re3data_size	re3data_updateDate	re3data_startDate	re3data_endDate	re3data_subject	re3data_missionStatement	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUpload	re3data_dataUploadLicense	re3data_software	re3data_versioning	re3data_api	re3data_pidSystem	re3data_citationGuidelineURL	re3data_aidSystem	re3data_enhancedPublication	re3data_qualityManagement	re3data_certificate	re3data_metadataStandard	re3data_syndication	re3data_remarks	re3data_entryDate	re3data_lastUpdate	re3data_unique_id	OpenDOAR_OpenAIREID	OpenDOAR_orgIdentifier	OpenDOAR_repositoryName	OpenDOAR_alternativeNames	OpenDOAR_repositoryURL	OpenDOAR_description	OpenDOAR_type	OpenDOAR_updateDate	OpenDOAR_startDate	OpenDOAR_subject	OpenDOAR_contentType	OpenDOAR_institution	OpenDOAR_metadataPolicy	OpenDOAR_dataPolicy	OpenDOAR_submissionPolicy	OpenDOAR_contentPolicy	OpenDOAR_software	OpenDOAR_api	OpenDOAR_unique_id	roar_eprintid	roar_rev_number	roar_eprint_status	roar_userid	roar_importid	roar_source	roar_dir	roar_datestamp	roar_lastmod	roar_status_changed	roar_type	roar_succeeds	roar_commentary	roar_metadata_visibility	roar_latitude	roar_longitude	roar_relation_type	roar_relation_uri	roar_item_issues_id	roar_item_issues_type	roar_item_issues_description	roar_item_issues_timestamp	roar_item_issues_status	roar_item_issues_reported_by	roar_item_issues_resolved_by	roar_item_issues_comment	roar_item_issues_count	roar_sword_depositor	roar_sword_slug	roar_exemplar	roar_home_page	roar_title	roar_oai_pmh	roar_sword_endpoint	roar_rss_feed	roar_twitter_feed	roar_description	roar_fulltext	roar_open_access	roar_mandate	roar_organisation_title	roar_organisation_home_page	roar_location_country	roar_location_city	roar_location_latitude	roar_location_longitude	roar_software	roar_geoname	roar_version	roar_subjects	roar_date	roar_note	roar_suggestions	roar_activity_low	roar_activity_medium	roar_activity_high	roar_recordcount	roar_recordhistory	roar_fulltexts_total	roar_fulltexts_docs	roar_fulltexts_rtotal	roar_fulltexts_rdocs	roar_registry_name	roar_registry_id	roar_submit_to	roar_submitted_to_name	roar_submitted_to_done	roar_webometrics_rank	roar_webometrics_size	roar_webometrics_visibility	roar_webometrics_rich_files	roar_webometrics_scholar	roar_monthly_deposits	roar_total_deposits	roar_association	roar_unique_id
0	dedup::860320be12a1c050cd7731794e231bd3	opendoar____::2290a7385ed77cc5592dc2153229f082	1064	oxford university research archive	OpenDOAR	OpenDOAR_1064	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	opendoar____::2290a7385ed77cc5592dc2153229f082	1064	oxford university research archive	[ora]	http://ora.ox.ac.uk	this site provides access to the collected res...	institutional	2021-09-13 13:35:44	2007-10-10 16:16:02	[multidisciplinary]	[journal_articles, conference_and_workshop_pap...	[[university of oxford, [], gb, http://www.ox....	False	False	False	False	fedora 4.6.2	true	OpenDOAR_1064	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	dedup::1aa7a8773e6a7fdacbcedf9999009a38	opendoar____::191f8f858acda435ae0daf994e2a72c2	8648	digital commons@georgia southern	OpenDOAR	OpenDOAR_8648	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	opendoar____::191f8f858acda435ae0daf994e2a72c2	8648	digital commons@georgia southern	[]	https://digitalcommons.georgiasouthern.edu	this site provides access to the research outp...	institutional	2021-02-18 18:13:34	2019-09-28 04:24:47	[multidisciplinary]	[journal_articles, conference_and_workshop_pap...	[[georgia southern university, [], us, https:/...	False	False	False	False	digital_commons	true	OpenDOAR_8648	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	dedup::31bceb0c3e2a260593e1e36655ebcee4	opendoar____::d5776aeecb3c45ab15adce6f5cb355f3	9713	materials data repository	OpenDOAR	OpenDOAR_9713	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	opendoar____::d5776aeecb3c45ab15adce6f5cb355f3	9713	materials data repository	[mdr]	https://mdr.nims.go.jp	mdr : materials data repository is a data repo...	institutional	2021-05-21 18:04:32	2020-07-13 10:09:55	[science general]	[journal_articles, conference_and_workshop_pap...	[[national institute for materials science, [n...	False	False	False	False	fedora	true	OpenDOAR_9713	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	dedup::e37b08dd3015330dcbb5d6663667b8b8	opendoar____::18997733ec258a9fcaf239cc55d53363	427	digital repository at the university of maryland	OpenDOAR	OpenDOAR_427	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	opendoar____::18997733ec258a9fcaf239cc55d53363	427	digital repository at the university of maryland	[drum]	http://drum.lib.umd.edu/	this site is a university repository providing...	institutional	2021-09-13 13:35:39	2006-08-04 09:09:20	[multidisciplinary]	[journal_articles, theses_and_dissertations, u...	[[university of maryland, [], us, http://www.u...	False	False	False	False	dspace 4.1.0	true	OpenDOAR_427	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	dedup::2841194266115ac1cc04d19630cde46b	re3data_____::3afbb2b45a3dd218a5a091ca773cf6c5	r3d100011189	PRISM: University of Calgary's Digital Repository	re3data	re3data_r3d100011189	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	re3data_____::3afbb2b45a3dd218a5a091ca773cf6c5	r3d100011189	PRISM: University of Calgary's Digital Repository	[]	https://prism.ucalgary.ca/	[OpenDOAR:7771]	PRISM is a digital archive of the University o...	[institutional]	NaN	NaN	NaN	NaN	[1 Humanities and Social Sciences, 11 Humaniti...	False	[Audiovisual data, Images, Standard office doc...	[dataProvider]	[multidisciplinary]	[[University of Calgary, Libraries and Cultura...	True	true	False	True	True	True	True	True	NaN	False	True	True	True	no	yes	False	False	True	NaN	2014-10-20	2020-01-09	re3data_r3d100011189	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

In [10]:

dup = dup.groupby('dedup_id').aggregate(list)
dup['source_set'] = dup.source.map(set)
dup.head()

<ipython-input-10-85e2703cd177>:2: PerformanceWarning:

DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider using pd.concat instead.  To get a de-fragmented frame, use `newframe = frame.copy()`

Out[10]:

	duplicate_id	original_id	name	source	unique_id	FAIRsharing_id	FAIRsharing_type	FAIRsharing_attributes.created-at	FAIRsharing_attributes.updated-at	FAIRsharing_attributes.metadata.doi	FAIRsharing_attributes.metadata.name	FAIRsharing_attributes.metadata.status	FAIRsharing_attributes.metadata.contacts	FAIRsharing_attributes.metadata.homepage	FAIRsharing_attributes.metadata.identifier	FAIRsharing_attributes.metadata.description	FAIRsharing_attributes.metadata.support-links	FAIRsharing_attributes.metadata.year-creation	FAIRsharing_attributes.metadata.data-processes	FAIRsharing_attributes.legacy-ids	FAIRsharing_attributes.fairsharing-registry	FAIRsharing_attributes.record-type	FAIRsharing_attributes.subjects	FAIRsharing_attributes.domains	FAIRsharing_attributes.taxonomies	FAIRsharing_attributes.user-defined-tags	FAIRsharing_attributes.countries	FAIRsharing_attributes.name	FAIRsharing_attributes.abbreviation	FAIRsharing_attributes.url	FAIRsharing_attributes.doi	FAIRsharing_attributes.fairsharing-licence	FAIRsharing_attributes.description	FAIRsharing_attributes.publications	FAIRsharing_attributes.licence-links	FAIRsharing_attributes.metadata.citations	FAIRsharing_attributes.metadata.abbreviation	FAIRsharing_attributes.metadata.access-points	FAIRsharing_attributes.metadata.associated-tools	FAIRsharing_attributes.metadata.deprecation-date	FAIRsharing_attributes.metadata.deprecation-reason	FAIRsharing_attributes.metadata.tombstone	FAIRsharing_unique_id	re3data_OpenAIREID	re3data_orgIdentifier	re3data_repositoryName	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_description	re3data_type	re3data_size	re3data_updateDate	re3data_startDate	re3data_endDate	re3data_subject	re3data_missionStatement	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUpload	re3data_dataUploadLicense	re3data_software	re3data_versioning	re3data_api	re3data_pidSystem	re3data_citationGuidelineURL	re3data_aidSystem	re3data_enhancedPublication	re3data_qualityManagement	re3data_certificate	re3data_metadataStandard	re3data_syndication	re3data_remarks	re3data_entryDate	re3data_lastUpdate	re3data_unique_id	OpenDOAR_OpenAIREID	OpenDOAR_orgIdentifier	OpenDOAR_repositoryName	OpenDOAR_alternativeNames	OpenDOAR_repositoryURL	OpenDOAR_description	OpenDOAR_type	OpenDOAR_updateDate	OpenDOAR_startDate	OpenDOAR_subject	OpenDOAR_contentType	OpenDOAR_institution	OpenDOAR_metadataPolicy	OpenDOAR_dataPolicy	OpenDOAR_submissionPolicy	OpenDOAR_contentPolicy	OpenDOAR_software	OpenDOAR_api	OpenDOAR_unique_id	roar_eprintid	roar_rev_number	roar_eprint_status	roar_userid	roar_importid	roar_source	roar_dir	roar_datestamp	roar_lastmod	roar_status_changed	roar_type	roar_succeeds	roar_commentary	roar_metadata_visibility	roar_latitude	roar_longitude	roar_relation_type	roar_relation_uri	roar_item_issues_id	roar_item_issues_type	roar_item_issues_description	roar_item_issues_timestamp	roar_item_issues_status	roar_item_issues_reported_by	roar_item_issues_resolved_by	roar_item_issues_comment	roar_item_issues_count	roar_sword_depositor	roar_sword_slug	roar_exemplar	roar_home_page	roar_title	roar_oai_pmh	roar_sword_endpoint	roar_rss_feed	roar_twitter_feed	roar_description	roar_fulltext	roar_open_access	roar_mandate	roar_organisation_title	roar_organisation_home_page	roar_location_country	roar_location_city	roar_location_latitude	roar_location_longitude	roar_software	roar_geoname	roar_version	roar_subjects	roar_date	roar_note	roar_suggestions	roar_activity_low	roar_activity_medium	roar_activity_high	roar_recordcount	roar_recordhistory	roar_fulltexts_total	roar_fulltexts_docs	roar_fulltexts_rtotal	roar_fulltexts_rdocs	roar_registry_name	roar_registry_id	roar_submit_to	roar_submitted_to_name	roar_submitted_to_done	roar_webometrics_rank	roar_webometrics_size	roar_webometrics_visibility	roar_webometrics_rich_files	roar_webometrics_scholar	roar_monthly_deposits	roar_total_deposits	roar_association	roar_unique_id	source_set
dedup_id
dedup::000871c1fc726f0b52dc86a4eeb027de	[4612, 4649]	[4612, 4649]	[IIT Bombay Institutional Repository, IIT Bomb...	[roar, roar]	[roar_4612, roar_4649]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[4612, 4649]	[28, 8]	[archive, archive]	[1380, 1380]	[nan, nan]	[nan, nan]	[disk0/00/00/46/12, disk0/00/00/46/49]	[2012-01-08 03:17:02, 2012-02-05 13:57:01]	[2012-04-16 10:53:04, 2012-04-16 10:39:58]	[2012-01-08 03:17:02, 2012-02-05 13:57:01]	[institutional, institutional]	[nan, 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, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[http://dspace.library.iitb.ac.in/jspui/, http...	[IIT Bombay Institutional Repository, IIT Bomb...	[http://dspace.library.iitb.ac.in/oai/request,...	[nan, nan]	[http://dspace.library.iitb.ac.in/xmlui/feed/a...	[nan, nan]	[nan, nan]	[TRUE, TRUE]	[TRUE, TRUE]	[TRUE, FALSE]	[IIT Bombay, IIT Bombay]	[http://www.iitb.ac.in, http://www.iitb.ac.in]	[in, in]	[Mumbai, Mumbai]	[19.133, 19.133]	[72.9166, 72.9166]	[dspace, dspace]	[geoname_2_IN, geoname_2_IN]	[other, other]	TK, TJ, TD, TN, TA, TH, TP], [TA, T1	[2011-12-15 09:01:35, 2012-01-05 12:09:37]	[nan, nan]	[nan, nan]	[0, nan]	[0, nan]	[0, nan]	[99, nan]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,95,...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[celestial, celestial]	[4790, 4789]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_4612, roar_4649]	{roar}
dedup::001e6d882e54c780ce269d3c46997287	[re3data_____::4af9fe2bb93511a5e0f0c39e94d6557...	[r3d100011306, 2094]	[RESID Database of Protein Modifications, RESI...	[re3data, FAIRsharing]	[re3data_r3d100011306, FAIRsharing_2094]	[nan, 2094]	[nan, fairsharing-records]	[nan, 2014-11-04T15:23:40.000Z]	[nan, 2021-09-30T11:38:37.114Z]	[nan, 10.25504/FAIRsharing.qaszjp]	[nan, RESID Database of Protein Modifications]	[nan, ready]	[nan, [{'contact-name': 'John S Garavelli', 'c...	[nan, http://pir.georgetown.edu/resid/]	[nan, 2094.0]	[nan, The RESID Database of Protein Modificati...	[nan, [{'url': 'http://pir.georgetown.edu/resi...	[nan, nan]	[nan, [{'url': 'ftp://ftp.pir.georgetown.edu/p...	[nan, [biodbcore-000563, bsg-d000563]]	[nan, Database]	[nan, knowledgebase]	[nan, [Life Science]]	[nan, [Molecular structure, Small molecule, St...	[nan, [All]]	[nan, []]	[nan, [United Kingdom, European Union, Switzer...	[nan, FAIRsharing record for: RESID Database o...	[nan, RESID]	[nan, https://fairsharing.org/10.25504/FAIRsha...	[nan, 10.25504/FAIRsharing.qaszjp]	[nan, https://creativecommons.org/licenses/by-...	[nan, This FAIRsharing record describes: The R...	[nan, [{'id': 334, 'pubmed_id': 12520062, 'tit...	[nan, [{'licence-name': 'Open Data Commons (OD...	[nan, nan]	[nan, RESID]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, FAIRsharing_2094]	[re3data_____::4af9fe2bb93511a5e0f0c39e94d6557...	[r3d100011306, nan]	[RESID Database of Protein Modifications, nan]	[[], nan]	[https://pir.georgetown.edu/resid/resid.shtml,...	[[FAIRsharing_doi:10.25504/FAIRsharing.qaszjp,...	[The RESID Database of Protein Modifications i...	[[disciplinary], nan]	[nan, nan]	[nan, nan]	[2014, nan]	[nan, nan]	[[2 Life Sciences, 201 Basic Biological and Me...	[False, nan]	[[Images, Structured text], nan]	[[dataProvider], nan]	[[genomes, life sciences, proteins, proteomes,...	[[[Georgetown University, Medical Center, ['GU...	[True, nan]	[ true, nan]	[False, nan]	[True, nan]	[True, nan]	[True, nan]	[False, nan]	[True, nan]	[yes, nan]	[True, nan]	[True, nan]	[True, nan]	[True, nan]	[yes, nan]	[unknown, nan]	[False, nan]	[False, nan]	[False, nan]	[RESID is covered by Thomson Reuters Data Cita...	[2014-12-05, nan]	[2019-01-17, nan]	[re3data_r3d100011306, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	{FAIRsharing, re3data}
dedup::0023a1e3447fdb31836536cc903f1310	[opendoar____::c6f798b844366ccd65d99bc7f31e0e0...	[3410, 10013]	[erucu: electronic repository of the ukrainian...	[OpenDOAR, roar]	[OpenDOAR_3410, roar_10013]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[opendoar____::c6f798b844366ccd65d99bc7f31e0e0...	[3410, nan]	[erucu: electronic repository of the ukrainian...	[[], nan]	[http://er.ucu.edu.ua/, nan]	[ukrainian catholic university’s institutional...	[institutional, nan]	[2019-10-17 14:34:57, nan]	[2015-07-08 12:43:38, nan]	[[multidisciplinary], nan]	[[journal_articles, conference_and_workshop_pa...	[[[ukrainian catholic university, ['ucu'], ua,...	[False, nan]	[False, nan]	[False, nan]	[False, nan]	[dspace , nan]	[false , nan]	[OpenDOAR_3410, nan]	[nan, 10013]	[nan, 31]	[nan, archive]	[nan, 7104]	[nan, nan]	[nan, nan]	[nan, disk0/00/01/00/13]	[nan, 2015-08-08 14:53:04]	[nan, 2016-03-21 19:54:43]	[nan, 2015-08-08 14:53:04]	[nan, institutional]	[nan, nan]	[nan, nan]	[nan, show]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, http://er.ucu.edu.ua/]	[nan, ErUCU: Electronic repository of the Ukra...	[nan, http://er.ucu.edu.ua/oai/request]	[nan, http://er.ucu.edu.ua/sword/]	[nan, http://er.ucu.edu.ua/feed/rss_2.0/site]	[nan, nan]	[nan, Ukrainian Catholic University’s institut...	[nan, TRUE]	[nan, TRUE]	[nan, TRUE]	[nan, Ukrainian Catholic University]	[nan, http://ucu.edu.ua/eng/]	[nan, ua]	[nan, Lviv]	[nan, nan]	[nan, nan]	[nan, dspace]	[nan, geoname_2_UA]	[nan, other]	[nan, [BL, L1, D901, D204, H1, AC, BF, B1, BS,...	[nan, 2015-07-07 12:38:37]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, [opendoar, celestial]]	[nan, [5883, 3410]]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, [ivy_league, russell_group]]	[nan, roar_10013]	{roar, OpenDOAR}
dedup::003ab6b40af9b488decea7c582d150a2	[https://fairsharing.org/10.25504/FAIRsharing....	[2315, r3d100011894]	[Synapse, Synapse]	[FAIRsharing, re3data]	[FAIRsharing_2315, re3data_r3d100011894]	[2315, nan]	[fairsharing-records, nan]	[2016-08-02T13:56:30.000Z, nan]	[2021-09-30T11:38:43.134Z, nan]	[10.25504/FAIRsharing.dnxzmk, nan]	[Synapse, nan]	[ready, nan]	[[{'contact-name': 'Meredith Slota', 'contact-...	[https://www.synapse.org/, nan]	[2315.0, nan]	[Synapse is a collaborative research platform ...	[[{'url': 'SynapseInfo@sagebase.org', 'name': ...	[2010.0, nan]	[[{'url': 'https://www.synapse.org/', 'name': ...	[[biodbcore-000791, bsg-d000791], nan]	[Database, nan]	[repository, nan]	[[Biomedical Science, Data Management, Data In...	[[Experimental measurement, Protocol, Data sto...	[[All], nan]	[[], nan]	[[United States], nan]	[FAIRsharing record for: Synapse, nan]	[Synapse, nan]	[https://fairsharing.org/10.25504/FAIRsharing....	[10.25504/FAIRsharing.dnxzmk, nan]	[https://creativecommons.org/licenses/by-sa/4....	[This FAIRsharing record describes: Synapse is...	[[{'id': 2450, 'pubmed_id': 24071850, 'title':...	[[{'licence-name': 'Creative Commons Attributi...	[nan, nan]	[Synapse, nan]	[[{'url': 'http://rest-docs.synapse.org/rest/'...	[[{'url': 'https://sage-bionetworks.github.io/...	[nan, nan]	[nan, nan]	[nan, nan]	[FAIRsharing_2315, nan]	[nan, re3data_____::cafc5d99b7c187e24b40d958a1...	[nan, r3d100011894]	[nan, Synapse]	[nan, []]	[nan, https://www.synapse.org]	[nan, [RRID:SCR_006307, RRID:nlx_151983]]	[nan, Synapse is an open source software platf...	[nan, [other]]	[nan, nan]	[nan, nan]	[nan, 2012-05-22]	[nan, nan]	[nan, [2 Life Sciences, 201 Basic Biological a...	[nan, True]	[nan, [Raw data, Scientific and statistical da...	[nan, [dataProvider, serviceProvider]]	[nan, [AMP-AD Knowledge Portal, DREAM Challeng...	[nan, [[Alfred P. Sloan Foundation, [], USA, [...	[nan, True]	[nan, true]	[nan, False]	[nan, True]	[nan, True]	[nan, True]	[nan, False]	[nan, True]	[nan, yes]	[nan, True]	[nan, True]	[nan, True]	[nan, True]	[nan, yes]	[nan, yes]	[nan, False]	[nan, False]	[nan, False]	[nan, nan]	[nan, 2015-12-03]	[nan, 2021-05-17]	[nan, re3data_r3d100011894]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	{FAIRsharing, re3data}
dedup::0064f599ed0adb5870a5b3ffe438e485	[16034, opendoar____::d1f157379ea7e51d4a8c07af...	[16034, 9647]	[Giresun University Institutional Repository, ...	[roar, OpenDOAR]	[roar_16034, OpenDOAR_9647]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::d1f157379ea7e51d4a8c07aff1...	[nan, 9647]	[nan, giresun university institutional reposit...	[nan, [giresun üniversitesi akademik arşiv sis...	[nan, http://acikerisim.giresun.edu.tr]	[nan, this site provides access to the researc...	[nan, institutional]	[nan, 2021-05-21 18:05:06]	[nan, 2020-06-02 09:14:18]	[nan, [multidisciplinary]]	[nan, [journal_articles]]	[nan, [[giresun university, ['giresun üniversi...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, dspace 6.2]	[nan, true ]	[nan, OpenDOAR_9647]	[16034, nan]	[7, nan]	[archive, nan]	[12932, nan]	[nan, nan]	[nan, nan]	[disk0/00/01/60/34, nan]	[2020-06-01 20:13:50, nan]	[2020-06-01 20:14:04, nan]	[2020-06-01 20:13:50, nan]	[institutional, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[https://acikerisim.giresun.edu.tr, nan]	[Giresun University Institutional Repository, ...	[https://acikerisim.giresun.edu.tr/oai, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[DSpace@Giresun is a growing collection of Gir...	[TRUE, nan]	[TRUE, nan]	[TRUE, nan]	[Giresun University, nan]	[https://www.giresun.edu.tr/, nan]	[tr, nan]	[Giresun, nan]	[40.9147, nan]	[38.323, nan]	[dspace, nan]	[geoname_2_TR, nan]	[other, nan]	[nan, nan]	[2020-05-29 18:13:17, nan]	[DSpace@Giresun is a growing collection of Gir...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roarmap, nan]	[http://roarmap.eprints.org/1046/, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_16034, nan]	{roar, OpenDOAR}

In [11]:

dup[dup.source_set.str.len() >= 2]

Out[11]:

	duplicate_id	original_id	name	source	unique_id	FAIRsharing_id	FAIRsharing_type	FAIRsharing_attributes.created-at	FAIRsharing_attributes.updated-at	FAIRsharing_attributes.metadata.doi	FAIRsharing_attributes.metadata.name	FAIRsharing_attributes.metadata.status	FAIRsharing_attributes.metadata.contacts	FAIRsharing_attributes.metadata.homepage	FAIRsharing_attributes.metadata.identifier	FAIRsharing_attributes.metadata.description	FAIRsharing_attributes.metadata.support-links	FAIRsharing_attributes.metadata.year-creation	FAIRsharing_attributes.metadata.data-processes	FAIRsharing_attributes.legacy-ids	FAIRsharing_attributes.fairsharing-registry	FAIRsharing_attributes.record-type	FAIRsharing_attributes.subjects	FAIRsharing_attributes.domains	FAIRsharing_attributes.taxonomies	FAIRsharing_attributes.user-defined-tags	FAIRsharing_attributes.countries	FAIRsharing_attributes.name	FAIRsharing_attributes.abbreviation	FAIRsharing_attributes.url	FAIRsharing_attributes.doi	FAIRsharing_attributes.fairsharing-licence	FAIRsharing_attributes.description	FAIRsharing_attributes.publications	FAIRsharing_attributes.licence-links	FAIRsharing_attributes.metadata.citations	FAIRsharing_attributes.metadata.abbreviation	FAIRsharing_attributes.metadata.access-points	FAIRsharing_attributes.metadata.associated-tools	FAIRsharing_attributes.metadata.deprecation-date	FAIRsharing_attributes.metadata.deprecation-reason	FAIRsharing_attributes.metadata.tombstone	FAIRsharing_unique_id	re3data_OpenAIREID	re3data_orgIdentifier	re3data_repositoryName	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_description	re3data_type	re3data_size	re3data_updateDate	re3data_startDate	re3data_endDate	re3data_subject	re3data_missionStatement	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUpload	re3data_dataUploadLicense	re3data_software	re3data_versioning	re3data_api	re3data_pidSystem	re3data_citationGuidelineURL	re3data_aidSystem	re3data_enhancedPublication	re3data_qualityManagement	re3data_certificate	re3data_metadataStandard	re3data_syndication	re3data_remarks	re3data_entryDate	re3data_lastUpdate	re3data_unique_id	OpenDOAR_OpenAIREID	OpenDOAR_orgIdentifier	OpenDOAR_repositoryName	OpenDOAR_alternativeNames	OpenDOAR_repositoryURL	OpenDOAR_description	OpenDOAR_type	OpenDOAR_updateDate	OpenDOAR_startDate	OpenDOAR_subject	OpenDOAR_contentType	OpenDOAR_institution	OpenDOAR_metadataPolicy	OpenDOAR_dataPolicy	OpenDOAR_submissionPolicy	OpenDOAR_contentPolicy	OpenDOAR_software	OpenDOAR_api	OpenDOAR_unique_id	roar_eprintid	roar_rev_number	roar_eprint_status	roar_userid	roar_importid	roar_source	roar_dir	roar_datestamp	roar_lastmod	roar_status_changed	roar_type	roar_succeeds	roar_commentary	roar_metadata_visibility	roar_latitude	roar_longitude	roar_relation_type	roar_relation_uri	roar_item_issues_id	roar_item_issues_type	roar_item_issues_description	roar_item_issues_timestamp	roar_item_issues_status	roar_item_issues_reported_by	roar_item_issues_resolved_by	roar_item_issues_comment	roar_item_issues_count	roar_sword_depositor	roar_sword_slug	roar_exemplar	roar_home_page	roar_title	roar_oai_pmh	roar_sword_endpoint	roar_rss_feed	roar_twitter_feed	roar_description	roar_fulltext	roar_open_access	roar_mandate	roar_organisation_title	roar_organisation_home_page	roar_location_country	roar_location_city	roar_location_latitude	roar_location_longitude	roar_software	roar_geoname	roar_version	roar_subjects	roar_date	roar_note	roar_suggestions	roar_activity_low	roar_activity_medium	roar_activity_high	roar_recordcount	roar_recordhistory	roar_fulltexts_total	roar_fulltexts_docs	roar_fulltexts_rtotal	roar_fulltexts_rdocs	roar_registry_name	roar_registry_id	roar_submit_to	roar_submitted_to_name	roar_submitted_to_done	roar_webometrics_rank	roar_webometrics_size	roar_webometrics_visibility	roar_webometrics_rich_files	roar_webometrics_scholar	roar_monthly_deposits	roar_total_deposits	roar_association	roar_unique_id	source_set
dedup_id
dedup::001e6d882e54c780ce269d3c46997287	[re3data_____::4af9fe2bb93511a5e0f0c39e94d6557...	[r3d100011306, 2094]	[RESID Database of Protein Modifications, RESI...	[re3data, FAIRsharing]	[re3data_r3d100011306, FAIRsharing_2094]	[nan, 2094]	[nan, fairsharing-records]	[nan, 2014-11-04T15:23:40.000Z]	[nan, 2021-09-30T11:38:37.114Z]	[nan, 10.25504/FAIRsharing.qaszjp]	[nan, RESID Database of Protein Modifications]	[nan, ready]	[nan, [{'contact-name': 'John S Garavelli', 'c...	[nan, http://pir.georgetown.edu/resid/]	[nan, 2094.0]	[nan, The RESID Database of Protein Modificati...	[nan, [{'url': 'http://pir.georgetown.edu/resi...	[nan, nan]	[nan, [{'url': 'ftp://ftp.pir.georgetown.edu/p...	[nan, [biodbcore-000563, bsg-d000563]]	[nan, Database]	[nan, knowledgebase]	[nan, [Life Science]]	[nan, [Molecular structure, Small molecule, St...	[nan, [All]]	[nan, []]	[nan, [United Kingdom, European Union, Switzer...	[nan, FAIRsharing record for: RESID Database o...	[nan, RESID]	[nan, https://fairsharing.org/10.25504/FAIRsha...	[nan, 10.25504/FAIRsharing.qaszjp]	[nan, https://creativecommons.org/licenses/by-...	[nan, This FAIRsharing record describes: The R...	[nan, [{'id': 334, 'pubmed_id': 12520062, 'tit...	[nan, [{'licence-name': 'Open Data Commons (OD...	[nan, nan]	[nan, RESID]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, FAIRsharing_2094]	[re3data_____::4af9fe2bb93511a5e0f0c39e94d6557...	[r3d100011306, nan]	[RESID Database of Protein Modifications, nan]	[[], nan]	[https://pir.georgetown.edu/resid/resid.shtml,...	[[FAIRsharing_doi:10.25504/FAIRsharing.qaszjp,...	[The RESID Database of Protein Modifications i...	[[disciplinary], nan]	[nan, nan]	[nan, nan]	[2014, nan]	[nan, nan]	[[2 Life Sciences, 201 Basic Biological and Me...	[False, nan]	[[Images, Structured text], nan]	[[dataProvider], nan]	[[genomes, life sciences, proteins, proteomes,...	[[[Georgetown University, Medical Center, ['GU...	[True, nan]	[ true, nan]	[False, nan]	[True, nan]	[True, nan]	[True, nan]	[False, nan]	[True, nan]	[yes, nan]	[True, nan]	[True, nan]	[True, nan]	[True, nan]	[yes, nan]	[unknown, nan]	[False, nan]	[False, nan]	[False, nan]	[RESID is covered by Thomson Reuters Data Cita...	[2014-12-05, nan]	[2019-01-17, nan]	[re3data_r3d100011306, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	{FAIRsharing, re3data}
dedup::0023a1e3447fdb31836536cc903f1310	[opendoar____::c6f798b844366ccd65d99bc7f31e0e0...	[3410, 10013]	[erucu: electronic repository of the ukrainian...	[OpenDOAR, roar]	[OpenDOAR_3410, roar_10013]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[opendoar____::c6f798b844366ccd65d99bc7f31e0e0...	[3410, nan]	[erucu: electronic repository of the ukrainian...	[[], nan]	[http://er.ucu.edu.ua/, nan]	[ukrainian catholic university’s institutional...	[institutional, nan]	[2019-10-17 14:34:57, nan]	[2015-07-08 12:43:38, nan]	[[multidisciplinary], nan]	[[journal_articles, conference_and_workshop_pa...	[[[ukrainian catholic university, ['ucu'], ua,...	[False, nan]	[False, nan]	[False, nan]	[False, nan]	[dspace , nan]	[false , nan]	[OpenDOAR_3410, nan]	[nan, 10013]	[nan, 31]	[nan, archive]	[nan, 7104]	[nan, nan]	[nan, nan]	[nan, disk0/00/01/00/13]	[nan, 2015-08-08 14:53:04]	[nan, 2016-03-21 19:54:43]	[nan, 2015-08-08 14:53:04]	[nan, institutional]	[nan, nan]	[nan, nan]	[nan, show]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, http://er.ucu.edu.ua/]	[nan, ErUCU: Electronic repository of the Ukra...	[nan, http://er.ucu.edu.ua/oai/request]	[nan, http://er.ucu.edu.ua/sword/]	[nan, http://er.ucu.edu.ua/feed/rss_2.0/site]	[nan, nan]	[nan, Ukrainian Catholic University’s institut...	[nan, TRUE]	[nan, TRUE]	[nan, TRUE]	[nan, Ukrainian Catholic University]	[nan, http://ucu.edu.ua/eng/]	[nan, ua]	[nan, Lviv]	[nan, nan]	[nan, nan]	[nan, dspace]	[nan, geoname_2_UA]	[nan, other]	[nan, [BL, L1, D901, D204, H1, AC, BF, B1, BS,...	[nan, 2015-07-07 12:38:37]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, [opendoar, celestial]]	[nan, [5883, 3410]]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, [ivy_league, russell_group]]	[nan, roar_10013]	{roar, OpenDOAR}
dedup::003ab6b40af9b488decea7c582d150a2	[https://fairsharing.org/10.25504/FAIRsharing....	[2315, r3d100011894]	[Synapse, Synapse]	[FAIRsharing, re3data]	[FAIRsharing_2315, re3data_r3d100011894]	[2315, nan]	[fairsharing-records, nan]	[2016-08-02T13:56:30.000Z, nan]	[2021-09-30T11:38:43.134Z, nan]	[10.25504/FAIRsharing.dnxzmk, nan]	[Synapse, nan]	[ready, nan]	[[{'contact-name': 'Meredith Slota', 'contact-...	[https://www.synapse.org/, nan]	[2315.0, nan]	[Synapse is a collaborative research platform ...	[[{'url': 'SynapseInfo@sagebase.org', 'name': ...	[2010.0, nan]	[[{'url': 'https://www.synapse.org/', 'name': ...	[[biodbcore-000791, bsg-d000791], nan]	[Database, nan]	[repository, nan]	[[Biomedical Science, Data Management, Data In...	[[Experimental measurement, Protocol, Data sto...	[[All], nan]	[[], nan]	[[United States], nan]	[FAIRsharing record for: Synapse, nan]	[Synapse, nan]	[https://fairsharing.org/10.25504/FAIRsharing....	[10.25504/FAIRsharing.dnxzmk, nan]	[https://creativecommons.org/licenses/by-sa/4....	[This FAIRsharing record describes: Synapse is...	[[{'id': 2450, 'pubmed_id': 24071850, 'title':...	[[{'licence-name': 'Creative Commons Attributi...	[nan, nan]	[Synapse, nan]	[[{'url': 'http://rest-docs.synapse.org/rest/'...	[[{'url': 'https://sage-bionetworks.github.io/...	[nan, nan]	[nan, nan]	[nan, nan]	[FAIRsharing_2315, nan]	[nan, re3data_____::cafc5d99b7c187e24b40d958a1...	[nan, r3d100011894]	[nan, Synapse]	[nan, []]	[nan, https://www.synapse.org]	[nan, [RRID:SCR_006307, RRID:nlx_151983]]	[nan, Synapse is an open source software platf...	[nan, [other]]	[nan, nan]	[nan, nan]	[nan, 2012-05-22]	[nan, nan]	[nan, [2 Life Sciences, 201 Basic Biological a...	[nan, True]	[nan, [Raw data, Scientific and statistical da...	[nan, [dataProvider, serviceProvider]]	[nan, [AMP-AD Knowledge Portal, DREAM Challeng...	[nan, [[Alfred P. Sloan Foundation, [], USA, [...	[nan, True]	[nan, true]	[nan, False]	[nan, True]	[nan, True]	[nan, True]	[nan, False]	[nan, True]	[nan, yes]	[nan, True]	[nan, True]	[nan, True]	[nan, True]	[nan, yes]	[nan, yes]	[nan, False]	[nan, False]	[nan, False]	[nan, nan]	[nan, 2015-12-03]	[nan, 2021-05-17]	[nan, re3data_r3d100011894]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	{FAIRsharing, re3data}
dedup::0064f599ed0adb5870a5b3ffe438e485	[16034, opendoar____::d1f157379ea7e51d4a8c07af...	[16034, 9647]	[Giresun University Institutional Repository, ...	[roar, OpenDOAR]	[roar_16034, OpenDOAR_9647]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::d1f157379ea7e51d4a8c07aff1...	[nan, 9647]	[nan, giresun university institutional reposit...	[nan, [giresun üniversitesi akademik arşiv sis...	[nan, http://acikerisim.giresun.edu.tr]	[nan, this site provides access to the researc...	[nan, institutional]	[nan, 2021-05-21 18:05:06]	[nan, 2020-06-02 09:14:18]	[nan, [multidisciplinary]]	[nan, [journal_articles]]	[nan, [[giresun university, ['giresun üniversi...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, dspace 6.2]	[nan, true ]	[nan, OpenDOAR_9647]	[16034, nan]	[7, nan]	[archive, nan]	[12932, nan]	[nan, nan]	[nan, nan]	[disk0/00/01/60/34, nan]	[2020-06-01 20:13:50, nan]	[2020-06-01 20:14:04, nan]	[2020-06-01 20:13:50, nan]	[institutional, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[https://acikerisim.giresun.edu.tr, nan]	[Giresun University Institutional Repository, ...	[https://acikerisim.giresun.edu.tr/oai, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[DSpace@Giresun is a growing collection of Gir...	[TRUE, nan]	[TRUE, nan]	[TRUE, nan]	[Giresun University, nan]	[https://www.giresun.edu.tr/, nan]	[tr, nan]	[Giresun, nan]	[40.9147, nan]	[38.323, nan]	[dspace, nan]	[geoname_2_TR, nan]	[other, nan]	[nan, nan]	[2020-05-29 18:13:17, nan]	[DSpace@Giresun is a growing collection of Gir...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roarmap, nan]	[http://roarmap.eprints.org/1046/, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_16034, nan]	{roar, OpenDOAR}
dedup::00ac8ed3b4327bdd4ebbebcb2ba10a00	[610, opendoar____::299fb2142d7de959380f91c01c...	[610, 1426]	[Hedatuz, hedatuz]	[roar, OpenDOAR]	[roar_610, OpenDOAR_1426]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::299fb2142d7de959380f91c01c...	[nan, 1426]	[nan, hedatuz]	[nan, []]	[nan, http://hedatuz.euskomedia.org/]	[nan, this site contains works published by eu...	[nan, disciplinary]	[nan, 2019-10-17 14:34:21]	[nan, 2009-02-02 13:13:26]	[nan, [multidisciplinary]]	[nan, [journal_articles, books_chapters_and_se...	[nan, [[euskomedia, [], es, http://www.euskome...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, eprints 3.0.5]	[nan, true ]	[nan, OpenDOAR_1426]	[610, nan]	[514, nan]	[archive, nan]	[1, nan]	[nan, nan]	[nan, nan]	[disk0/00/00/06/10, nan]	[2010-01-06 13:44:32, nan]	[2011-07-18 05:48:34, nan]	[2010-01-06 13:44:32, nan]	[institutional, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, 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, nan]	[http://hedatuz.euskomedia.org/, nan]	[Hedatuz, nan]	[http://hedatuz.euskomedia.org/cgi/oai2, nan]	[nan, nan]	[http://hedatuz.euskomedia.org/cgi/latest_tool...	[nan, nan]	[Hedatuz, created by the Euskomedia Fundazioa,...	[TRUE, nan]	[TRUE, nan]	[nan, nan]	[Euskomedia Fundazioa, nan]	[http://www.euskomedia.org, nan]	[org, nan]	[ (Unknown city), nan]	[nan, nan]	[nan, nan]	[eprints, nan]	[geoname_2_ORG, nan]	[eprints-3.0.5, nan]	[nan, nan]	[2008-10-03 15:36:07, nan]	[nan, nan]	[nan, nan]	[0, nan]	[0, nan]	[0, nan]	[100, nan]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,90,90,91,...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[opendoar, celestial], nan]	[[1426, 1294], nan]	[nan, nan]	[nan, nan]	[nan, nan]	[570, nan]	[331, nan]	[519, nan]	[145, nan]	[806, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_610, nan]	{roar, OpenDOAR}
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
dedup::ff42b03a06a1bed4e936f0e04958e168	[7550, opendoar____::b4944963b5c83d545c3d3022b...	[7550, 2890]	[The Parthenon Frieze Repository, the partheno...	[roar, OpenDOAR]	[roar_7550, OpenDOAR_2890]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::b4944963b5c83d545c3d3022bc...	[nan, 2890]	[nan, the parthenon frieze repository]	[nan, []]	[nan, http://repository.parthenonfrieze.gr/]	[nan, the parthenon frieze repository reposito...	[nan, governmental]	[nan, 2019-12-04 12:27:31]	[nan, 2013-11-12 14:52:47]	[nan, [history and archaeology]]	[nan, [books_chapters_and_sections, learning_o...	[nan, [[national hellenic research foundation,...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, dspace ]	[nan, true ]	[nan, OpenDOAR_2890]	[7550, nan]	[19, nan]	[archive, nan]	[4467, nan]	[nan, nan]	[nan, nan]	[disk0/00/00/75/50, nan]	[2013-11-15 12:12:45, nan]	[2013-12-23 06:44:21, nan]	[2013-11-15 12:14:20, nan]	[other, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[http://repository.parthenonfrieze.gr/, nan]	[The Parthenon Frieze Repository, nan]	[http://repository.parthenonfrieze.gr/frieze-o...	[nan, nan]	[nan, nan]	[nan, nan]	[The Parthenon Frieze Repository repository is...	[FALSE, nan]	[FALSE, nan]	[FALSE, nan]	[nan, nan]	[nan, nan]	[gr, nan]	[Athens, nan]	[nan, nan]	[nan, nan]	[dspace, nan]	[geoname_2_GR, nan]	[other, nan]	[[DE, DF], nan]	[2013-11-11 12:38:00, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[opendoar, celestial], nan]	[[5357, 2890], nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_7550, nan]	{roar, OpenDOAR}
dedup::ff49cc40a8890e6a60f40ff3026d2730	[1333, opendoar____::2bd7f907b7f5b6bbd91822c0c...	[1333, 1389]	[UnissResearch, unissresearch]	[roar, OpenDOAR]	[roar_1333, OpenDOAR_1389]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::2bd7f907b7f5b6bbd91822c0c7...	[nan, 1389]	[nan, unissresearch]	[nan, []]	[nan, http://eprints.uniss.it/]	[nan, this site provides access to the output ...	[nan, institutional]	[nan, 2019-10-17 14:34:20]	[nan, 2008-11-12 10:10:33]	[nan, [multidisciplinary]]	[nan, [journal_articles, conference_and_worksh...	[nan, [[università degli studi di sassari, [],...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, eprints 3.1.3]	[nan, true ]	[nan, OpenDOAR_1389]	[1333, nan]	[561, nan]	[archive, nan]	[1, nan]	[nan, nan]	[nan, nan]	[disk0/00/00/13/33, nan]	[2010-01-06 13:45:45, nan]	[2012-01-19 11:36:10, nan]	[2010-01-06 13:45:45, nan]	[institutional, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, 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, nan]	[http://eprints.uniss.it/, nan]	[UnissResearch, nan]	[http://eprints.uniss.it/cgi/oai2, nan]	[nan, nan]	[http://eprints.uniss.it/cgi/latest_tool?outpu...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[Università degli studi di Sassari, nan]	[http://www.uniss.it, nan]	[it, nan]	[Sassari, nan]	[40.5589, nan]	[8.3181, nan]	[eprints, nan]	[geoname_2_IT, nan]	[eprints-3.1.3, nan]	[nan, nan]	[2008-10-27 14:53:39, nan]	[nan, nan]	[nan, nan]	[0, nan]	[0, nan]	[0, nan]	[100, nan]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,91,94,9...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[opendoar, celestial, roarmap], nan]	[[1389, 240, 1258], nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_1333, nan]	{roar, OpenDOAR}
dedup::ff4d70de478038c72282b7e4af1d4260	[opendoar____::95a0810a93a87065bf7b28490817e9e...	[9752, 16367]	[european xfel publication database, European ...	[OpenDOAR, roar]	[OpenDOAR_9752, roar_16367]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[opendoar____::95a0810a93a87065bf7b28490817e9e...	[9752, nan]	[european xfel publication database, nan]	[[], nan]	[https://xfel.tind.io, nan]	[the european xfel publication database catalo...	[institutional, nan]	[2021-02-18 18:17:17, nan]	[2020-08-21 14:12:16, nan]	[[science general, technology general], nan]	[[journal_articles, conference_and_workshop_pa...	[[[european x-ray free-electron laser facility...	[False, nan]	[False, nan]	[False, nan]	[False, nan]	[other , nan]	[true , nan]	[OpenDOAR_9752, nan]	[nan, 16367]	[nan, 7]	[nan, archive]	[nan, 13175]	[nan, nan]	[nan, nan]	[nan, disk0/00/01/63/67]	[nan, 2020-10-19 19:21:10]	[nan, 2021-01-25 22:13:24]	[nan, 2020-10-19 19:21:10]	[nan, institutional]	[nan, nan]	[nan, nan]	[nan, show]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, https://xfel.tind.io/]	[nan, European XFEL Publication Database]	[nan, https://xfel.tind.io/oai2d]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, The European XFEL Publication Database c...	[nan, TRUE]	[nan, FALSE]	[nan, FALSE]	[nan, European XFEL]	[nan, https://www.xfel.eu/]	[nan, de]	[nan, Schenefeld]	[nan, nan]	[nan, nan]	[nan, other]	[nan, geoname_2_DE]	[nan, other]	[nan, nan]	[nan, 2020-09-24 10:17:41]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar]	[nan, 9752]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, roar_16367]	{roar, OpenDOAR}
dedup::ffbd6cbb019a1413183c8d08f2929307	[3108, opendoar____::ff7d0f525b3be596a51fb9194...	[3108, 1912]	[Fotografía Sobre España en el Siglo XIX, foto...	[roar, OpenDOAR]	[roar_3108, OpenDOAR_1912]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::ff7d0f525b3be596a51fb91949...	[nan, 1912]	[nan, fotografía sobre españa en el siglo xix]	[nan, [phosxix]]	[nan, http://coleccionfff.unav.es/bvunav/i18n/...	[nan, this site provides access to still image...	[nan, institutional]	[nan, 2021-02-18 17:46:03]	[nan, 2010-10-06 11:11:35]	[nan, [multidisciplinary]]	[nan, [other_special_item_types]]	[nan, [[universidad de navarra, [], es, http:/...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, digibib ]	[nan, true ]	[nan, OpenDOAR_1912]	[3108, nan]	[195, nan]	[archive, nan]	[8, nan]	[nan, nan]	[nan, nan]	[disk0/00/00/31/08, nan]	[2010-10-13 20:49:16, nan]	[2011-07-18 06:04:17, nan]	[2010-10-13 20:49:16, nan]	[institutional, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, 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, nan]	[http://coleccionfff.unav.es/bvunav/, nan]	[Fotografía Sobre España en el Siglo XIX, nan]	[http://coleccionfff.unav.es/bvunav/i18n/oai/o...	[nan, nan]	[nan, nan]	[nan, nan]	[This site provides access to still image data...	[nan, nan]	[nan, nan]	[nan, nan]	[Universidad de Navarra, nan]	[http://www.unav.es/, nan]	[es, nan]	[nan, nan]	[42.8181, nan]	[-1.6443, nan]	[nan, nan]	[nan, nan]	[other, nan]	[nan, nan]	[2010-05-24 00:00:00, nan]	[nan, nan]	[nan, nan]	[0, nan]	[0, nan]	[0, nan]	[100, nan]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[opendoar, celestial], nan]	[[1912, 2287], nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_3108, nan]	{roar, OpenDOAR}
dedup::ffeed84c7cb1ae7bf4ec4bd78275bb98	[1126, opendoar____::443cb001c138b2561a0d90720...	[1126, 648]	[RIT Digital Media Library, rit digital media ...	[roar, OpenDOAR]	[roar_1126, OpenDOAR_648]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, opendoar____::443cb001c138b2561a0d90720d...	[nan, 648]	[nan, rit digital media library]	[nan, [rit dml]]	[nan, https://ritdml.rit.edu/]	[nan, this site is a university repository pro...	[nan, institutional]	[nan, 2021-02-18 17:39:08]	[nan, 2006-08-25 10:10:59]	[nan, [technology general]]	[nan, [journal_articles, conference_and_worksh...	[nan, [[rochester institute of technology, [],...	[nan, False]	[nan, False]	[nan, False]	[nan, False]	[nan, dspace ]	[nan, true ]	[nan, OpenDOAR_648]	[1126, nan]	[510, nan]	[archive, nan]	[1, nan]	[nan, nan]	[nan, nan]	[disk0/00/00/11/26, nan]	[2010-01-06 13:45:17, nan]	[2011-07-18 05:55:54, nan]	[2010-01-06 13:45:17, nan]	[institutional, nan]	[nan, nan]	[nan, nan]	[show, nan]	[nan, nan]	[nan, 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, nan]	[https://ritdml.rit.edu/, nan]	[RIT Digital Media Library, nan]	[http://ritdml.rit.edu/dspace-oai/request, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[info:other:archives.eprints.org:import, nan]	[TRUE, nan]	[TRUE, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[us, nan]	[Rochester, NY, nan]	[43.1687, nan]	[-77.6158, nan]	[dspace, nan]	[geoname_2_US, nan]	[other, nan]	[nan, nan]	[2004-11-17 15:51:25, nan]	[nan, nan]	[nan, nan]	[0, nan]	[0, nan]	[0, nan]	[100, nan]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,18,36,47,50,57,...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[opendoar, celestial], nan]	[[366, 648], nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_1126, nan]	{roar, OpenDOAR}

2049 rows × 179 columns