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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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	r3d100000001	Odum Institute Archive Dataverse	eng	[]	https://dataverse.unc.edu/dataverse/odum	[]	["https://dataverse.unc.edu/dataverse/odum#", ...	The Odum Institute Archive Dataverse contains ...	eng	[disciplinary]	{"size": "13 dataverses; 3.050 datasets", "upd...	NaN	NaN	["eng"]	[1 Humanities and Social Sciences, 111 Social ...	NaN	[Databases, Plain text, Scientific and statist...	[dataProvider]	[FAIR, Middle East, crime, demography, economy...	[{'institutionName': 'Odum Institute for Resea...	[{"policyName": "Collection Development Policy...	{"databaseAccessType": "open", "databaseAcces...	[{"databaseLicenseName": "CC0", "databaseLicen...	[{"dataAccessType": "embargoed", "dataAccessRe...	[{"dataLicenseName": "CC", "dataLicenseURL": "...	restricted	[]	["DataVerse"]	NaN	[]	["DOI"]	NaN	[]	unknown	yes	["other"]	[{"metadataStandardName": "DDI - Data Document...	{}	Odum Dataverse is covered by Thomson Reuters D...	2013-06-10	2021-07-06	re3data_r3d100000001
1	r3d100000002	Access to Archival Databases	eng	[{'additionalName': 'AAD', 'additionalNameLang...	https://aad.archives.gov/aad/	[RRID:SCR_010479, RRID:nlx_157752]	["https://www.archives.gov/contact"]	You will find in the Access to Archival Databa...	eng	[disciplinary]	{"size": "", "updatedp": ""}	1985	NaN	["eng", "spa"]	[1 Humanities and Social Sciences, 102 History...	https://www.archives.gov/publications/general-...	[Images, Standard office documents, Structured...	[dataProvider]	[US History]	[{'institutionName': 'The U.S. National Archiv...	[{"policyName": "Contribution Policy", "policy...	{"databaseAccessType": "open", "databaseAcces...	[]	[{"dataAccessType": "open", "dataAccessRestric...	[{"dataLicenseName": "Copyrights", "dataLicens...	restricted	[]	["unknown"]	no	["https://www.archives.gov/developer#toc-appli...	["none"]	https://aad.archives.gov/aad/help/getting-star...	[]	unknown	unknown	[]	[]	{"syndication": "http://www.archives.gov/socia...	NaN	2012-07-04	2021-05-25	re3data_r3d100000002
2	r3d100000004	Datenbank Gesprochenes Deutsch	deu	[{'additionalName': 'DGD', 'additionalNameLang...	https://dgd.ids-mannheim.de/	[]	["dgd@ids-mannheim.de"]	The "Database for Spoken German (DGD)" is a co...	eng	[disciplinary]	{"size": "34 corpora", "updatedp": "2020-02-03"}	2012	NaN	["deu"]	[1 Humanities and Social Sciences, 104 Linguis...	https://dgd.ids-mannheim.de/dgd/pragdb.dgd_ext...	[Audiovisual data, Standard office documents, ...	[dataProvider, serviceProvider]	[Australian German, FOLK, German dialects, Pfe...	[{'institutionName': 'Institut für Deutsche Sp...	[{"policyName": "Erfurter Aufruf zur Sicherung...	{"databaseAccessType": "restricted", "databas...	[]	[{"dataAccessType": "restricted", "dataAccessR...	[{"dataLicenseName": "other", "dataLicenseURL"...	restricted	[]	["other"]	yes	[]	["none"]	http://agd.ids-mannheim.de/konditionen.shtml	[]	unknown	unknown	["RatSWD"]	[]	{}	NaN	2012-07-20	2020-08-27	re3data_r3d100000004
3	r3d100000005	UNC Dataverse	eng	[{'additionalName': 'University of North Carol...	https://dataverse.unc.edu/	[]	["https://dataverse.unc.edu/", "odumarchive@un...	UNC Dataverse is an open-source repository sof...	eng	[institutional]	{"size": "186 dataverses; 25.272 studies; 229....	2011	NaN	["eng"]	[1 Humanities and Social Sciences, 111 Social ...	https://odum.unc.edu/about/mission-vision/	[Archived data, Plain text, Raw data, Scientif...	[dataProvider, serviceProvider]	[FAIR, census, demographic survey, demography,...	[{'institutionName': 'Odum Institute for Resea...	[{"policyName": "Collection Development Policy...	{"databaseAccessType": "open", "databaseAcces...	[]	[{"dataAccessType": "open", "dataAccessRestric...	[{"dataLicenseName": "CC", "dataLicenseURL": "...	restricted	[{"dataUploadLicenseName": "Data Deposit Form"...	["DataVerse"]	yes	["https://guides.dataverse.org/en/latest/api/n...	["ARK", "DOI", "PURL", "URN", "hdl"]	https://dataverse.org/best-practices/data-cita...	[]	unknown	yes	[]	[{"metadataStandardName": "DDI - Data Document...	{}	UNC Dataverse is covered by Clarivate Data Cit...	2012-07-23	2021-08-11	re3data_r3d100000005
4	r3d100000006	Archaeology Data Service	eng	[{'additionalName': 'ADS', 'additionalNameLang...	https://archaeologydataservice.ac.uk/	[FAIRsharing_doi:10.25504/FAIRsharing.hm1mfg]	["help@archaeologydataservice.ac.uk", "https:/...	The ADS is an accredited digital repository fo...	eng	[disciplinary]	{"size": "1837 results", "updatedp": "2020-05-...	1996-10-01	NaN	["eng"]	[1 Humanities and Social Sciences, 101 Ancient...	https://archaeologydataservice.ac.uk/about/our...	[Archived data, Audiovisual data, Databases, I...	[dataProvider, serviceProvider]	[FAIR, archaeology, cultural heritage, prehist...	[{'institutionName': 'Arts and Humanities Rese...	[{"policyName": "ADS Guides to good practice",...	{"databaseAccessType": "open", "databaseAcces...	[{"databaseLicenseName": "CC", "databaseLicens...	[{"dataAccessType": "open", "dataAccessRestric...	[{"dataLicenseName": "CC", "dataLicenseURL": "...	restricted	[{"dataUploadLicenseName": "Guidelines for Dep...	["other"]	yes	["https://archaeologydataservice.ac.uk/about/e...	["DOI"]	https://archaeologydataservice.ac.uk/advice/te...	[]	unknown	yes	["other"]	[{"metadataStandardName": "DataCite Metadata S...	{"syndication": "https://archaeologydataservic...	ADS is covered by Clarivate Data Citation Inde...	2012-07-23	2021-09-02	re3data_r3d100000006

In [32]:

opendoar_df = pd.read_csv('../data/raw/openDoar.tsv', delimiter='\t',
                         converters={'repository_metadata.content_subjects_phrases': ast.literal_eval,
                                    'repository_metadata.alternativename': ast.literal_eval,
                                    'repository_metadata.content_types': ast.literal_eval,
                                    'organization': ast.literal_eval
                                    },
                         dtype={'system_metadata.id': str})

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

Out[32]:

	OpenDOAR_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	OpenDOAR_unique_id
0	175	{"name": "hku theses online", "language": "en"}	[]	http://hub.hku.hk/handle/10722/1057	this is an institutional repository providing ...	institutional	["zh", "en"]	2021-03-25 10:16:18	2005-12-21 12:44:08	[multidisciplinary]	[bibliographic_references, theses_and_disserta...	[{'name': 'university of hong kong', 'alternat...	[]	{"name": "dspace", "version": "cris-5.3.1-snap...	NaN	OpenDOAR_175
1	64	{"name": "research support scheme - central eu...	[]	http://rss.archives.ceu.hu/	this is an institutional repository collecting...	institutional	["cs", "en", "hu", "ru"]	2021-03-25 09:48:31	2006-01-04 14:59:30	[multidisciplinary]	[unpub_reports_and_working_papers]	[{'name': 'central european university', 'alte...	[]	{"name": "eprints", "version": "2.2.1"}	http://rss.archives.ceu.hu/perl/oai2	OpenDOAR_64
2	151	{"name": "cadmus, eui research repository", "l...	[]	http://cadmus.eui.eu/	cadmus is the name of the eui research reposit...	institutional	["nl", "en", "fr", "de", "it"]	2021-09-13 13:35:36	2006-01-04 12:07:07	[history and archaeology, multidisciplinary, s...	[journal_articles, theses_and_dissertations, u...	[{'name': 'european university institute', 'al...	[{"policy_url": "https://www.eui.eu/research/e...	{"name": "dspace", "version": "5.2"}	http://cadmus.eui.eu/oai/request	OpenDOAR_151
3	105	{"name": "document server@uhasselt", "language...	[]	https://doclib.uhasselt.be/dspace/	this site is a university repository providing...	institutional	["nl", "en", "fr", "de"]	2021-04-16 15:23:52	2006-01-24 15:46:44	[multidisciplinary]	[journal_articles, conference_and_workshop_pap...	[{'name': 'uhasselt', 'alternativeName': 'hass...	[]	{"name": "dspace", "version": "1.7.2"}	http://doclib.uhasselt.be/dspace-oai/request	OpenDOAR_105
4	101	{"name": "utrecht university repository", "lan...	[]	http://dspace.library.uu.nl	this site is a university repository providing...	institutional	["nl", "en"]	2021-04-16 15:22:03	2006-01-13 12:55:13	[multidisciplinary]	[journal_articles, conference_and_workshop_pap...	[{'name': 'university of utrecht', 'alternativ...	[]	{"name": "dspace", "version": ""}	https://dspace.library.uu.nl/oai/request	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	[KLIMZUG projects, Climate Service Center 2.0,...	[http://www.hzg.de/, http://www.climateservice...	de	Hamburg	53.5511	9.9937	opus	geoname_2_DE	other	[GF, G1, S1, 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	[BF, H1, BR, AC, BL, L1, D204, B1, D1, BS, HM,...	2015-07-07 12:38:37	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[opendoar, celestial]	[3410, 5883]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[russell_group, ivy_league]	roar_10013

Loading dedup results¶

In [7]:

dup = pd.read_csv('../data/interim/fairsharing_dedup.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	4617	4617	4617	4617	4617	4617
unique	2191	4617	4159	3968	4	4617
top	dedup::75e33da9b103b7b91dcd8da0abe1354b	opendoar____::2290a7385ed77cc5592dc2153229f082	2399	UPN JATIM REPOSITORY	roar	OpenDOAR_1064
freq	5	1	3	4	1977	1

In [9]:

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

In [10]:

dup_grouped[dup_grouped.source_set.str.len() == 4].count()

Out[10]:

duplicate_id    6
original_id     6
name            6
source          6
unique_id       6
source_set      6
dtype: int64

In [11]:

dup_grouped[dup_grouped.source_set.str.len() == 3].count()

Out[11]:

duplicate_id    60
original_id     60
name            60
source          60
unique_id       60
source_set      60
dtype: int64

In [12]:

dup_grouped[dup_grouped.source_set.str.len() == 2].count()

Out[12]:

duplicate_id    1986
original_id     1986
name            1986
source          1986
unique_id       1986
source_set      1986
dtype: int64

In [13]:

dup_grouped[dup_grouped.source_set.str.len() == 1].count()

Out[13]:

duplicate_id    139
original_id     139
name            139
source          139
unique_id       139
source_set      139
dtype: int64

Isolating duplicates within a registry¶

In [14]:

dup_within = dup.groupby('dedup_id').aggregate(list)
dup_within['source_set'] = dup_within.source.map(set)
dup_within = dup_within[dup_within.source_set.str.len() == 1]
dup_within.head()

Out[14]:

	duplicate_id	original_id	name	source	unique_id	source_set
dedup_id
dedup::000871c1fc726f0b52dc86a4eeb027de	[4612, 4649]	[4612, 4649]	[IIT Bombay Institutional Repository, IIT Bomb...	[roar, roar]	[roar_4612, roar_4649]	{roar}
dedup::0163cceb20f5ca7b313419c068abd9dc	[7943, 8003]	[7943, 8003]	[EPrints@NIRT Library Welcomes! - EPrints@NITR...	[roar, roar]	[roar_7943, roar_8003]	{roar}
dedup::028ee724157b05d04e7bdcf237d12e60	[2670, 2698, 2741]	[2670, 2698, 2741]	[HSF Brage Open Research Archive, HSF Brage Op...	[roar, roar, roar]	[roar_2670, roar_2698, roar_2741]	{roar}
dedup::03593ce517feac573fdaafa6dcedef61	[4393, 4394]	[4393, 4394]	[Institutional Repository of Kunming Institute...	[roar, roar]	[roar_4393, roar_4394]	{roar}
dedup::03e0704b5690a2dee1861dc3ad3316c9	[1019, 5550]	[1019, 5550]	[PolyU Institutional Repository, PolyU Institu...	[roar, roar]	[roar_1019, roar_5550]	{roar}

In [15]:

dup_within['source_set'] = dup_within.source_set.map(set.pop)
dup_within.head()

Out[15]:

	duplicate_id	original_id	name	source	unique_id	source_set
dedup_id
dedup::000871c1fc726f0b52dc86a4eeb027de	[4612, 4649]	[4612, 4649]	[IIT Bombay Institutional Repository, IIT Bomb...	[roar, roar]	[roar_4612, roar_4649]	roar
dedup::0163cceb20f5ca7b313419c068abd9dc	[7943, 8003]	[7943, 8003]	[EPrints@NIRT Library Welcomes! - EPrints@NITR...	[roar, roar]	[roar_7943, roar_8003]	roar
dedup::028ee724157b05d04e7bdcf237d12e60	[2670, 2698, 2741]	[2670, 2698, 2741]	[HSF Brage Open Research Archive, HSF Brage Op...	[roar, roar, roar]	[roar_2670, roar_2698, roar_2741]	roar
dedup::03593ce517feac573fdaafa6dcedef61	[4393, 4394]	[4393, 4394]	[Institutional Repository of Kunming Institute...	[roar, roar]	[roar_4393, roar_4394]	roar
dedup::03e0704b5690a2dee1861dc3ad3316c9	[1019, 5550]	[1019, 5550]	[PolyU Institutional Repository, PolyU Institu...	[roar, roar]	[roar_1019, roar_5550]	roar

In [16]:

dup_within.groupby('source_set').count()

Out[16]:

	duplicate_id	original_id	name	source	unique_id
source_set
OpenDOAR	16	16	16	16	16
re3data	2	2	2	2	2
roar	121	121	121	121	121

In [17]:

dup_within = dup[dup.dedup_id.isin(dup_within.index)]
dup_within

Out[17]:

	dedup_id	duplicate_id	original_id	name	source	unique_id
28	dedup::d2ddea18f00665ce8623e36bd4e3c7c5	8237	8237	AIR | Archivio Istituzionale della Ricerca	roar	roar_8237
31	dedup::4c5bcfec8584af0d967f1ab10179ca4b	2820	2820	USU Repository: Open Access Repository	roar	roar_2820
46	dedup::c2ae5cb2426d96ed19a50b0b7d7c8e11	9487	9487	IR at NRF: Home	roar	roar_9487
53	dedup::1c65cef3dfd1e00c0b03923a1c591db4	1241	1241	Swansea Metropolitan University Repository	roar	roar_1241
59	dedup::4217ec5d78c4bc4e5bd006783482441f	15142	15142	Repositorio Institucional	roar	roar_15142
...	...	...	...	...	...	...
4560	dedup::fc394e9935fbd62c8aedc372464e1965	7161	7161	Welcome to IR@NPL	roar	roar_7161
4586	dedup::000871c1fc726f0b52dc86a4eeb027de	4649	4649	IIT Bombay Institutional Repository	roar	roar_4649
4587	dedup::72c288a828485e5b1d4c52910d106734	16867	16867	Chung Shan Medical University Institutional Re...	roar	roar_16867
4598	dedup::0163cceb20f5ca7b313419c068abd9dc	8003	8003	EPrints@NIRT Library Welcomes! - EPrints@NIRT	roar	roar_8003
4608	dedup::2aeb1a8f8475cef63900be5d0780e872	15471	15471	Repository STIE Nobel Indonesia	roar	roar_15471

287 rows × 6 columns

Isolating duplicates across registries (hybrid)¶

In [18]:

dup_across = dup[~dup.dedup_id.isin(dup_within.dedup_id)]
dup_across = dup_across.groupby('dedup_id').aggregate(list)
dup_across['source_set'] = dup_across.source.map(set)

dup_hybrid = dup_across[dup_across.source_set.str.len() < dup_across.source.str.len()]
dup_hybrid = dup[dup.dedup_id.isin(dup_hybrid.index)]
dup_hybrid

Out[18]:

	dedup_id	duplicate_id	original_id	name	source	unique_id
12	dedup::471c50ad1a156d7256eddfd747d77931	opendoar____::6351bf9dce654515bf1ddbd6426dfa97	1996	ehtc repositorio institucional	OpenDOAR	OpenDOAR_1996
21	dedup::69dafe8b58066478aea48f3d0f384820	2312	2312	Göteborgs universitets publikationer - e-publi...	roar	roar_2312
26	dedup::8f822ac814829da24a7065b8131bdf47	opendoar____::a34bacf839b923770b2c360eefa26748	1035	kitami institute of technology repository	OpenDOAR	OpenDOAR_1035
41	dedup::63a99723ebb3af94d52b474c3b21dbe1	5779	5779	Sanok Digital Library	roar	roar_5779
47	dedup::82680bfec0fa08346c1b10d30a3e3d4a	11212	11212	Publication Server of the Wuppertal Institute	roar	roar_11212
...	...	...	...	...	...	...
4601	dedup::7810ccd41bf26faaa2c4e1f20db70a71	3172	3172	Tesis Electrónicas UACh	roar	roar_3172
4602	dedup::e655c7716a4b3ea67f48c6322fc42ed6	opendoar____::52c5189391854c93e8a0e1326e56c14f	1637	vtext digital repository	OpenDOAR	OpenDOAR_1637
4603	dedup::5ebe5626b9f1cd89fbb9f665a527591f	16225	16225	Necmettin Erbakan University Institutional Rep...	roar	roar_16225
4605	dedup::ec0bfd000f253eff3acb1043e1c06979	opendoar____::aa2a77371374094fe9e0bc1de3f94ed9	1829	npue ir	OpenDOAR	OpenDOAR_1829
4610	dedup::1c7836dbabd12c458d20e3b35633733a	14616	14616	SOAR@USA: Scholarship and Open Access Repository	roar	roar_14616

440 rows × 6 columns

Isolating duplicates across registries (pure)¶

In [19]:

dup_across = dup_across[dup_across.source_set.str.len() == dup_across.source.str.len()]
dup_across = dup[dup.dedup_id.isin(dup_across.index)]
dup_across
# dup[dup.dedup_id.isin(dup_across.index)]

Out[19]:

	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
...	...	...	...	...	...	...
4612	dedup::5ef0b4eba35ab2d6180b0bca7e46b6f9	475	475	Ecological Restoration Institute - Northern Ar...	roar	roar_475
4613	dedup::66e8d052ec2230c66bd11ee6b5a0e3c8	14199	14199	Repositori STKIP PGRI Sumenep	roar	roar_14199
4614	dedup::1216a1bca4361c39d1d77965c5d95ee3	4960	4960	Virtual Archive of Polish Armenians	roar	roar_4960
4615	dedup::1408358fe6a7f9327dd41a5651ac284c	13824	13824	Digital Commons @ New Jersey Institute of Tech...	roar	roar_13824
4616	dedup::5cc33dfe7e069a757ca0fcbe6b95c89e	opendoar____::d8a4e572d866aa45da78418d9d2ff9f9	4351	odu digital commons	OpenDOAR	OpenDOAR_4351

3890 rows × 6 columns

Double check partitions

In [20]:

dup.count()

Out[20]:

dedup_id        4617
duplicate_id    4617
original_id     4617
name            4617
source          4617
unique_id       4617
dtype: int64

In [21]:

dup_across.count() + dup_within.count() + dup_hybrid.count()

Out[21]:

dedup_id        4617
duplicate_id    4617
original_id     4617
name            4617
source          4617
unique_id       4617
dtype: int64

In [22]:

dup_within.groupby('dedup_id').ngroups + dup_across.groupby('dedup_id').ngroups + dup_hybrid.groupby('dedup_id').ngroups

Out[22]:

2191

In [23]:

dup.groupby('dedup_id').ngroups

Out[23]:

2191

Joining information¶

In [24]:

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

Out[24]:

	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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	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::d2ddea18f00665ce8623e36bd4e3c7c5	8237	8237	AIR | Archivio Istituzionale della Ricerca	roar	roar_8237	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	8237	17	archive	5268	NaN	NaN	disk0/00/00/82/37	2014-05-15 11:23:30	2014-05-19 05:42:47	2014-05-15 11:23:30	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://air.unimi.it	AIR | Archivio Istituzionale della Ricerca	http://air.unimi.it/dspace-oai/request	NaN	NaN	NaN	AIR (Archivio Istituzionale della ricerca) is ...	FALSE	FALSE	TRUE	Università degli Studi di Milano	http://www.unimi.it	it	Milan	45.46	9.1947	dspace	geoname_2_IT	other	NaN	2014-05-04 17:40:53	NaN	NaN	0	0	0	99	0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,6...	NaN	NaN	NaN	NaN	celestial	1596	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_8237
1	dedup::4c5bcfec8584af0d967f1ab10179ca4b	2820	2820	USU Repository: Open Access Repository	roar	roar_2820	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2820	525	archive	65	NaN	NaN	disk0/00/00/28/20	2010-07-29 01:40:27	2012-01-19 11:37:49	2010-07-29 01:40:27	institutional	2372	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	http://repository.usu.ac.id	USU Repository: Open Access Repository	http://repository.usu.ac.id/oai/request	NaN	http://repository.usu.ac.id/feed/rss_2.0/site	NaN	Comprises of works by and/or about the univers...	TRUE	TRUE	FALSE	[USU Library, University of Sumatera Utara]	[http://www.usu.ac.id, http://library.usu.ac.id]	id	Medan	3.5595	98.6572	dspace	geoname_2_ID	other	NaN	2010-01-15 10:09:25	NaN	NaN	0	0	0	100	0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,51,52,...	NaN	NaN	NaN	NaN	[roarmap, opendoar, celestial]	[1717, 2101, 283]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_2820
2	dedup::c2ae5cb2426d96ed19a50b0b7d7c8e11	9487	9487	IR at NRF: Home	roar	roar_9487	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9487	16	archive	6458	NaN	NaN	disk0/00/00/94/87	2015-05-15 14:03:55	2016-03-21 20:21:02	2015-05-15 14:03:55	multi	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://ir.nrf.ac.za/	IR at NRF: Home	NaN	NaN	NaN	NaN	The NRF receives its mandate from the National...	TRUE	TRUE	FALSE	National Research Foundation of South Africa	http://www.nrf.ac.za/	za	Pretoria	NaN	NaN	dspace	geoname_2_ZA	other	[AI, AS, B1]	2015-02-10 06:35:50	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roarmap	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_9487
3	dedup::1c65cef3dfd1e00c0b03923a1c591db4	1241	1241	Swansea Metropolitan University Repository	roar	roar_1241	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1241	583	archive	1	NaN	NaN	disk0/00/00/12/41	2010-01-06 13:45:32	2011-07-18 05:57:23	2010-01-06 13:45:32	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	http://dspace.smu.ac.uk/dspace/	Swansea Metropolitan University Repository	http://dspace.smu.ac.uk/dspace-oai/request	NaN	NaN	NaN	Users may set up RSS feeds to be alerted to ne...	NaN	NaN	NaN	Swansea Metropolitan University	http://www.smu.ac.uk/	gb	Swansea	51.6144	-3.8727	dspace	geoname_2_GB	other	NaN	2008-05-15 11:29:17	NaN	NaN	0	0	0	135	0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,3,135,13...	0	0	0	0	[opendoar, celestial]	[1779, 1627]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_1241
4	dedup::4217ec5d78c4bc4e5bd006783482441f	15142	15142	Repositorio Institucional	roar	roar_15142	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15142	11	archive	12132	NaN	NaN	disk0/00/01/51/42	2020-08-08 12:35:50	2021-01-25 22:45:10	2020-08-08 12:35:50	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://repositorio.undar.edu.pe/	Repositorio Institucional	http://repositorio.undar.edu.pe/	NaN	NaN	NaN	NaN	FALSE	FALSE	FALSE	NaN	NaN	pe	huanuco	-9.9269	-76.2396	dspace	geoname_2_PE	other	NaN	2019-09-02 21:20:31	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	opendoar	http://v2.sherpa.ac.uk/id/repository/4422	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_15142

In [25]:

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

Out[25]:

	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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	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::471c50ad1a156d7256eddfd747d77931	opendoar____::6351bf9dce654515bf1ddbd6426dfa97	1996	ehtc repositorio institucional	OpenDOAR	OpenDOAR_1996	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1996	{"name": "ehtc repositorio institucional", "la...	[]	http://www.repositorio.ehtc.cu/jspui/	this site provides access to the hospitality a...	institutional	["es"]	2019-10-17 14:34:31	2010-12-01 11:11:57	["business and economics", "education"]	["journal_articles", "conference_and_workshop_...	[{"name": "escuela de hoteler\u00eda y turismo...	[]	{"name": "dspace", "version": "1.6.2"}	NaN	OpenDOAR_1996	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	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::69dafe8b58066478aea48f3d0f384820	2312	2312	Göteborgs universitets publikationer - e-publi...	roar	roar_2312	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2312	736	archive	1	NaN	NaN	disk0/00/00/23/12	2010-01-14 12:10:06	2011-07-18 06:01:08	2010-01-14 12:10:06	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	http://gupea.ub.gu.se/dspace/index.jsp	Göteborgs universitets publikationer - e-publi...	http://gupea.ub.gu.se/dspace-oai/request	NaN	NaN	NaN	This is an institutional repository providing ...	FALSE	FALSE	FALSE	Göteborgs Universitet	http://www.gu.se/	se	NaN	57.6975	11.9608	dspace	NaN	other	NaN	2005-06-07 12:57:08	NaN	NaN	0	0	0	96	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]	[1149, 1832]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_2312
2	dedup::8f822ac814829da24a7065b8131bdf47	opendoar____::a34bacf839b923770b2c360eefa26748	1035	kitami institute of technology repository	OpenDOAR	OpenDOAR_1035	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1035	{"name": "kitami institute of technology repos...	[{"name": "\u5317\u898b\u5de5\u696d\u5927\u5b6...	https://kitami-it.repo.nii.ac.jp/	this site is a university repository providing...	institutional	["ja", "en"]	2020-09-09 11:57:56	2007-10-09 09:09:40	["technology general"]	["journal_articles", "unpub_reports_and_workin...	[{"name": "kitami institute of technology", "a...	[]	{"name": "weko", "version": ""}	http://kitami-it.repo.nii.ac.jp/oai	OpenDOAR_1035	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	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::63a99723ebb3af94d52b474c3b21dbe1	5779	5779	Sanok Digital Library	roar	roar_5779	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5779	9	archive	8	NaN	NaN	disk0/00/00/57/79	2012-12-12 04:54:20	2012-12-15 02:36:20	2012-12-12 04:54:20	other	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	http://sanockabibliotekacyfrowa.pl/dlibra	Sanok Digital Library	http://sanockabibliotekacyfrowa.pl/dlibra/oai-...	NaN	NaN	NaN	This site provides access to the digitised col...	NaN	NaN	NaN	Digital-Center	http://www.digital-center.pl/	pl	NaN	52.4872	16.8493	NaN	geoname_2_PL	other	NaN	2012-08-05 15:12:12	NaN	NaN	0	0	0	19	0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,19,19...	NaN	NaN	NaN	NaN	[opendoar, celestial]	[5072, 2545]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_5779
4	dedup::82680bfec0fa08346c1b10d30a3e3d4a	11212	11212	Publication Server of the Wuppertal Institute	roar	roar_11212	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11212	12	archive	5611	NaN	NaN	disk0/00/01/12/12	2016-05-04 11:37:14	2016-05-07 01:37:18	2016-05-04 11:37:14	institutional	NaN	NaN	show	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	https://epub.wupperinst.org/home	Publication Server of the Wuppertal Institute\...	https://epub.wupperinst.org/oai	NaN	https://epub.wupperinst.org/rss	NaN	\n\nOn this Publication Server of the Wupperta...	TRUE	TRUE	FALSE	Wuppertal Institut für Klima, Umwelt, Energie	http://wupperinst.org/	de	Wuppertal	51.2562	7.1508	opus	geoname_2_DE	other	[T1, HB, GE]	2016-04-28 13:58:38	NaN	please delete ID 5891	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[opendoar, celestial]	[6112, 2539]	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	roar_11212

In [26]:

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

Out[26]:

	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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	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	NaN	NaN	1064	{"name": "oxford university research archive",...	[{"acronym": "ora"}]	http://ora.ox.ac.uk	this site provides access to the collected res...	institutional	["zh", "nl", "en", "fr", "de", "it", "ja", "pt...	2021-09-13 13:35:44	2007-10-10 16:16:02	["multidisciplinary"]	["journal_articles", "conference_and_workshop_...	[{"name": "university of oxford", "alternative...	[{"policy_url": "https://libguides.bodleian.ox...	{"name": "fedora", "version": "4.6.2"}	https://ora.ox.ac.uk/oai2	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	NaN	NaN	8648	{"name": "digital commons@georgia southern", "...	[]	https://digitalcommons.georgiasouthern.edu	this site provides access to the research outp...	institutional	["en"]	2021-02-18 18:13:34	2019-09-28 04:24:47	["multidisciplinary"]	["journal_articles", "conference_and_workshop_...	[{"name": "georgia southern university", "alte...	[]	{"name": "digital_commons", "version": ""}	https://digitalcommons.georgiasouthern.edu/do/oai	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	NaN	NaN	9713	{"name": "materials data repository", "languag...	[{"acronym": "mdr"}]	https://mdr.nims.go.jp	mdr : materials data repository is a data repo...	institutional	["en", "ja"]	2021-05-21 18:04:32	2020-07-13 10:09:55	["science general"]	["journal_articles", "conference_and_workshop_...	[{"name": "national institute for materials sc...	[]	{"name": "fedora", "version": ""}	https://mdr.nims.go.jp/catalog/oai	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	NaN	NaN	427	{"name": "digital repository at the university...	[{"acronym": "drum"}]	http://drum.lib.umd.edu/	this site is a university repository providing...	institutional	["en"]	2021-09-13 13:35:39	2006-08-04 09:09:20	["multidisciplinary"]	["journal_articles", "theses_and_dissertations...	[{"name": "university of maryland", "alternati...	[{"policy_url": "http://drum.lib.umd.edu/page/...	{"name": "dspace", "version": "4.1.0"}	http://drum.lib.umd.edu/oai/request	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	r3d100011189	PRISM: University of Calgary's Digital Repository	eng	[]	https://prism.ucalgary.ca/	[OpenDOAR:7771]	["digitize@ucalgary.ca", "kmeranji@ucalgary.ca"]	PRISM is a digital archive of the University o...	eng	[institutional]	{"size": "", "updatedp": ""}	NaN	NaN	["eng"]	[1 Humanities and Social Sciences, 11 Humaniti...	NaN	[Audiovisual data, Images, Standard office doc...	[dataProvider]	[multidisciplinary]	[{'institutionName': 'University of Calgary, L...	[{"policyName": "Open Access Mandate", "policy...	{"databaseAccessType": "open", "databaseAcces...	[]	[{"dataAccessType": "open", "dataAccessRestric...	[{"dataLicenseName": "CC", "dataLicenseURL": "...	restricted	[{"dataUploadLicenseName": "Submission Policy"...	["DSpace"]	NaN	[]	["DOI", "hdl"]	NaN	[]	no	yes	[]	[]	{"syndication": "http://prism.ucalgary.ca/feed...	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

In [27]:

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

<ipython-input-27-3881fa0a0224>:1: 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()`

<ipython-input-27-3881fa0a0224>: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[27]:

	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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	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
0	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]	[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]	TA, TP, TD, TK, TJ, TN, TH], [T1, TA	[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}
1	dedup::0163cceb20f5ca7b313419c068abd9dc	[7943, 8003]	[7943, 8003]	[EPrints@NIRT Library Welcomes! - EPrints@NITR...	[roar, roar]	[roar_7943, roar_8003]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[7943, 8003]	[16, 19]	[archive, archive]	[4963, 5023]	[nan, nan]	[nan, nan]	[disk0/00/00/79/43, disk0/00/00/80/03]	[2014-03-11 11:54:06, 2014-03-30 18:13:01]	[2014-05-08 13:07:12, 2014-05-08 12:55:41]	[2014-03-11 11:54:06, 2014-03-30 18:13:01]	[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://eprints.nirt.res.in/, http://eprints.n...	[EPrints@NIRT Library Welcomes! - EPrints@NITR...	[http://eprints.nirt.res.in/cgi/oai2, http://e...	[nan, nan]	[http://eprints.nirt.res.in/cgi/latest_tool?ou...	[nan, nan]	[This is the Institutional Repository of the N...	[TRUE, FALSE]	[TRUE, FALSE]	[FALSE, FALSE]	[National Institute for Research in Tuberculos...	[http://www.nirt.res.in/, http://www.nirt.res.in]	[in, in]	[Chennai, Chennai (Madras)]	[nan, 13]	[nan, 80]	[eprints, eprints]	[geoname_2_IN, geoname_2_IN]	[3.3.15 eps, 3.3.15 eps]	RB, RM], [R1, RZ	[2014-03-07 15:07:45, 2014-03-19 07:05:04]	[The National Institute for Research in Tuberc...	[nan, Please include "Tuberculosis" as a Speci...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[opendoar, celestial], celestial]	[[5410, 2725], 5430]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_7943, roar_8003]	{roar}
2	dedup::028ee724157b05d04e7bdcf237d12e60	[2670, 2698, 2741]	[2670, 2698, 2741]	[HSF Brage Open Research Archive, HSF Brage Op...	[roar, roar, roar]	[roar_2670, roar_2698, roar_2741]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[2670, 2698, 2741]	[470, 317, 231]	[archive, archive, archive]	[235, 8, 8]	[nan, nan, nan]	[nan, nan, nan]	[disk0/00/00/26/70, disk0/00/00/26/98, disk0/0...	[2010-05-04 02:19:51, 2010-05-13 11:01:53, 201...	[2011-07-18 06:02:42, 2011-07-06 08:24:10, 201...	[2010-05-04 02:19:51, 2010-05-13 11:01:53, 201...	[institutional, institutional, institutional]	[nan, nan, nan]	[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]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[0, 0, 0]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[http://brage.bibsys.no/hsf/, http://brage.bib...	[HSF Brage Open Research Archive, HSF Brage Op...	[http://oai.bibsys.no/oai/repository/nora_hsf_...	[http://brage.bibsys.no/hsf/?locale=en, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[This site provides access to the research out...	[TRUE, FALSE, FALSE]	[TRUE, FALSE, FALSE]	[FALSE, FALSE, FALSE]	[Sogn og Fjordane University College, Høgskule...	[http://www.hisf.no/, http://www.hisf.no/, htt...	[no, no, no]	[Sogndal, nan, nan]	[61.2174, 61.2174, 60.3904]	[7.1082, 7.1082, 5.3332]	[dspace, dspace, dspace]	[geoname_2_NO, nan, nan]	[other, other, other]	[nan, nan, nan]	[2010-04-06 13:51:52, 2010-05-09 15:12:16, 201...	[nan, nan, nan]	[nan, nan, nan]	[0, nan, nan]	[0, nan, nan]	[0, nan, nan]	[50, nan, nan]	[0,0,1,1,1,4,4,6,6,7,8,11,12,14,15,17,18,18,18...	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[[opendoar, celestial], opendoar, opendoar]	[[2426, 1781], 1781, 1807]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[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_2670, roar_2698, roar_2741]	{roar}
3	dedup::03593ce517feac573fdaafa6dcedef61	[4393, 4394]	[4393, 4394]	[Institutional Repository of Kunming Institute...	[roar, roar]	[roar_4393, roar_4394]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[4393, 4394]	[14, 14]	[archive, archive]	[986, 986]	[nan, nan]	[nan, nan]	[disk0/00/00/43/93, disk0/00/00/43/94]	[2011-11-09 23:14:52, 2011-11-09 23:14:46]	[2012-02-06 06:58:40, 2012-02-06 06:58:41]	[2011-11-09 23:14:52, 2011-11-09 23:14:46]	[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://159.226.149.42:8088/, http://159.226.1...	[Institutional Repository of Kunming Institute...	[http://159.226.149.42:8088/casirgrid-oai/requ...	[nan, nan]	[nan, nan]	[nan, nan]	[This site provides access to the output of th...	[TRUE, TRUE]	[TRUE, TRUE]	[FALSE, FALSE]	[ Kunming Institute of Zoology Chinese Academy...	[http://www.kiz.ac.cn/, http://www.kiz.ac.cn/]	[cn, cn]	[kunming, kunming]	[25.0416, 25.0416]	[102.755, 102.755]	[dspace, dspace]	[geoname_2_CN, geoname_2_CN]	[other, other]	[nan, nan]	[2010-07-22 16:00:13, 2010-07-22 16:00:13]	[nan, nan]	[nan, nan]	[0, 0]	[0, 0]	[0, 0]	[100, 100]	[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]	[nan, nan]	[nan, nan]	[celestial, celestial]	[4715, 4715]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_4393, roar_4394]	{roar}
4	dedup::03e0704b5690a2dee1861dc3ad3316c9	[1019, 5550]	[1019, 5550]	[PolyU Institutional Repository, PolyU Institu...	[roar, roar]	[roar_1019, roar_5550]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[1019, 5550]	[526, 9]	[archive, archive]	[1, 8]	[nan, nan]	[nan, nan]	[disk0/00/00/10/19, disk0/00/00/55/50]	[2010-01-06 13:45:03, 2012-12-12 01:25:48]	[2012-01-19 11:35:09, 2012-12-17 06:53:14]	[2010-01-06 13:45:03, 2012-12-12 01:25:48]	[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]	[0, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[http://repository.lib.polyu.edu.hk/, http://r...	[PolyU Institutional Repository, PolyU Institu...	[http://repository.lib.polyu.edu.hk/oai/reques...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, This is an Institutional repository prov...	[TRUE, nan]	[TRUE, nan]	[nan, nan]	[The Hong Kong Polytechnic University Pao Yue-...	[http://www.lib.polyu.edu.hk, http://www.polyu...	[hk, cn]	[Hong Kong, nan]	[22.25, 22.3964]	[114.167, 114.109]	[dspace, dspace]	[geoname_2_HK, geoname_2_CN]	[other, other]	[nan, nan]	[2008-10-30 07:50:38, 2012-07-01 15:13:40]	[nan, nan]	[nan, nan]	[0, 0]	[0, 0]	[0, 0]	[86, 86]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,54,71,80,...	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[[roarmap, opendoar, celestial], [opendoar, ce...	1441, 193, 1456], [1441, 1456	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[roar_1019, roar_5550]	{roar}

In [28]:

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

<ipython-input-28-89649d18870f>:1: 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()`

<ipython-input-28-89649d18870f>: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[28]:

	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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	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
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1	dedup::03db60c2331018b18c4166c1787072fe	[opendoar____::78bc62d08a9a0b9b0b9c0ad339ef82d...	[3087, 4500, 8504]	[landmark university repository, landmark univ...	[OpenDOAR, OpenDOAR, roar]	[OpenDOAR_3087, OpenDOAR_4500, roar_8504]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[3087, 4500, nan]	[{"name": "landmark university repository", "l...	[[], [], nan]	[http://eprints.lmu.edu.ng/, http://eprints.lm...	[this site provides access to the multi-discip...	[institutional, institutional, nan]	[["en"], ["en"], nan]	[2021-09-13 13:36:06, 2021-02-18 18:01:12, nan]	[2014-06-16 13:36:00, 2019-03-26 14:07:30, nan]	[["multidisciplinary"], ["multidisciplinary"],...	[["journal_articles"], ["journal_articles", "b...	[[{"name": "landmark university", "alternative...	[[{"policy_url": "http://eprints.lmu.edu.ng/po...	[{"name": "eprints", "version": "3.3.12"}, {"n...	[http://eprints.lmu.edu.ng/cgi/oai2, nan, nan]	[OpenDOAR_3087, OpenDOAR_4500, nan]	[nan, nan, 8504]	[nan, nan, 12]	[nan, nan, archive]	[nan, nan, 5459]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, disk0/00/00/85/04]	[nan, nan, 2014-06-24 10:14:07]	[nan, nan, 2014-06-28 01:38:49]	[nan, nan, 2014-06-24 10:14:07]	[nan, nan, institutional]	[nan, nan, nan]	[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]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, http://eprints.lmu.edu.ng]	[nan, nan, Landmark University Repository]	[nan, nan, http://eprints.lmu.edu.ng/cgi/oai]	[nan, nan, nan]	[nan, nan, http://eprints.lmu.edu.ng/cgi/lates...	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, TRUE]	[nan, nan, TRUE]	[nan, nan, TRUE]	[nan, nan, Landmark University]	[nan, nan, http://lmu.edu.ng]	[nan, nan, ng]	[nan, nan, Omu-Aran]	[nan, nan, 8.12421]	[nan, nan, 5.09488]	[nan, nan, eprints]	[nan, nan, geoname_2_NG]	[nan, nan, 3.3.16 eps]	[nan, nan, nan]	[nan, nan, 2014-06-07 22:16:23]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, 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, celestial]]	[nan, nan, [5621, 3087]]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, 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_8504]	{OpenDOAR, roar}
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3	dedup::069059b7ef840f0c74a814ec9237b6ec	[5711, 126, opendoar____::1cd3882394520876dc88...	[5711, 126, 1509]	[Bibioteca Digital Ação Educativa, Biblioteca ...	[roar, roar, OpenDOAR]	[roar_5711, roar_126, OpenDOAR_1509]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, 1509]	[nan, nan, {"name": "bibioteca digital a\u00e7...	[nan, nan, []]	[nan, nan, http://www.bdae.org.br/dspace/]	[nan, nan, this site provides access to the ou...	[nan, nan, institutional]	[nan, nan, ["pt"]]	[nan, nan, 2019-10-17 14:34:23]	[nan, nan, 2009-05-01 10:10:47]	[nan, nan, ["education"]]	[nan, nan, ["theses_and_dissertations", "unpub...	[nan, nan, [{"name": "a\u00e7\u00e3o educativa...	[nan, nan, []]	[nan, nan, {"name": "dspace", "version": ""}]	[nan, nan, http://www.bdae.org.br/dspace-oai/r...	[nan, nan, OpenDOAR_1509]	[5711, 126, nan]	[9, 503, nan]	[archive, archive, nan]	[8, 1, nan]	[nan, nan, nan]	[nan, nan, nan]	[disk0/00/00/57/11, disk0/00/00/01/26, nan]	[2012-12-12 04:37:14, 2010-01-06 13:43:56, nan]	[2012-12-17 06:53:38, 2011-07-18 05:42:07, nan]	[2012-12-12 04:37:14, 2010-01-06 13:43:56, nan]	[institutional, other, nan]	[nan, nan, 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, nan, nan]	[nan, nan, nan]	[nan, 0, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[http://www.bdae.org.br/dspace/, http://www.bd...	[Bibioteca Digital Ação Educativa, Biblioteca ...	[http://www.bdae.org.br/dspace-oai/request, ht...	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[This site provides access to the output of th...	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[Ação Educativa, Ação Educativa, nan]	[http://www.acaoeducativa.org/, http://www.aca...	[br, br, nan]	[nan, São Paulo, nan]	[-23.5445, -23.5445, nan]	[-46.6509, -46.6509, nan]	[dspace, dspace, nan]	[geoname_2_BR, geoname_2_BR, nan]	[other, other, nan]	[nan, nan, nan]	[2012-07-22 15:12:34, 2008-03-31 20:07:33, nan]	[nan, nan, nan]	[nan, nan, nan]	[0, 0, nan]	[0, 0, nan]	[0, 0, nan]	[100, 100, nan]	[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,97,100,...	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[[opendoar, celestial], [opendoar, celestial],...	[[1509, 1430], [1509, 1430], nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[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_5711, roar_126, nan]	{roar, OpenDOAR}
4	dedup::0e139b17a92b2df7d6c3c840e51465fe	[4379, 4266, opendoar____::f976b57bb9dd27aa2e7...	[4379, 4266, 2306]	[Institutional Repository of Ningbo Institute ...	[roar, roar, OpenDOAR]	[roar_4379, roar_4266, OpenDOAR_2306]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, 2306]	[nan, nan, {"name": "institutional repository ...	[nan, nan, [{"acronym": "nimte openir"}]]	[nan, nan, http://ir.nimte.ac.cn/]	[nan, nan, this site provides access to the ou...	[nan, nan, institutional]	[nan, nan, ["zh", "en"]]	[nan, nan, 2019-10-17 14:34:36]	[nan, nan, 2011-10-10 13:13:11]	[nan, nan, ["technology general", "mechanical ...	[nan, nan, ["journal_articles", "bibliographic...	[nan, nan, [{"name": "chinese academy of scien...	[nan, nan, []]	[nan, nan, {"name": "dspace", "version": ""}]	[nan, nan, http://ir.nimte.ac.cn/casirgrid-oai...	[nan, nan, OpenDOAR_2306]	[4379, 4266, nan]	[15, 11, nan]	[archive, archive, nan]	[986, 8, nan]	[nan, nan, nan]	[nan, nan, nan]	[disk0/00/00/43/79, disk0/00/00/42/66, nan]	[2011-11-09 23:16:22, 2011-10-27 01:26:05, nan]	[2011-12-21 15:25:04, 2011-12-19 07:07:21, nan]	[2011-11-09 23:16:22, 2011-10-27 01:26:05, nan]	[institutional, institutional, nan]	[nan, nan, 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, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[http://ir.nimte.ac.cn/, http://ir.nimte.ac.cn...	[Institutional Repository of Ningbo Institute ...	[http://ir.nimte.ac.cn/casirgrid-oai/request, ...	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[This site provides access to the output of th...	[TRUE, nan, nan]	[TRUE, nan, nan]	[FALSE, nan, nan]	[Ningbo Institute of Material Technology & Eng...	[http://www.nimte.ac.cn/, http://www.cas.cn/, ...	[cn, cn, nan]	[ningbo, nan, nan]	[29.8807, 29.8807, nan]	[121.672, 121.672, nan]	[dspace, dspace, nan]	[geoname_2_CN, geoname_2_CN, nan]	[other, other, nan]	[nan, nan, nan]	[2009-12-21 02:27:07, 2009-12-21 02:27:07, nan]	[nan, nan, nan]	[nan, nan, nan]	[0, 0, nan]	[0, 0, nan]	[0, 0, nan]	[100, 100, nan]	[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, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[celestial, [opendoar, celestial], nan]	[4668, [2306, 4668], nan]	[nan, nan, nan]	[nan, nan, nan]	[nan, nan, nan]	[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_4379, roar_4266, nan]	{roar, OpenDOAR}

In [29]:

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

<ipython-input-29-7abf9225ca42>:1: 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()`

<ipython-input-29-7abf9225ca42>: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[29]:

	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_orgIdentifier	re3data_repositoryName	re3data_repositoryName.language	re3data_additionalName	re3data_repositoryURL	re3data_repositoryIdentifier	re3data_repositoryContact	re3data_description	re3data_description.language	re3data_type	re3data_size	re3data_startDate	re3data_endDate	re3data_repositoryLanguage	re3data_subject	re3data_missionStatementURL	re3data_contentType	re3data_providerType	re3data_keyword	re3data_institution	re3data_policy	re3data_databaseAccess	re3data_databaseLicense	re3data_dataAccess	re3data_dataLicense	re3data_dataUploadType	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_system_metadata.id	OpenDOAR_repository_metadata.name	OpenDOAR_repository_metadata.alternativename	OpenDOAR_repository_metadata.url	OpenDOAR_repository_metadata.description	OpenDOAR_repository_metadata.type	OpenDOAR_repository_metadata.content_languages	OpenDOAR_system_metadata.date_modified	OpenDOAR_system_metadata.date_created	OpenDOAR_repository_metadata.content_subjects_phrases	OpenDOAR_repository_metadata.content_types	OpenDOAR_organization	OpenDOAR_policy_urls	OpenDOAR_repository_metadata.software	OpenDOAR_repository_metadata.oai_url	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
0	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]	[r3d100011306, nan]	[RESID Database of Protein Modifications, nan]	[eng, nan]	[[], nan]	[https://pir.georgetown.edu/resid/resid.shtml,...	[[FAIRsharing_doi:10.25504/FAIRsharing.qaszjp,...	[["pirmail@georgetown.edu"], nan]	[The RESID Database of Protein Modifications i...	[eng, nan]	[[disciplinary], nan]	[{"size": "", "updatedp": ""}, nan]	[2014, nan]	[nan, nan]	[["eng"], nan]	[[2 Life Sciences, 201 Basic Biological and Me...	[nan, nan]	[[Images, Structured text], nan]	[[dataProvider], nan]	[[genomes, life sciences, proteins, proteomes,...	[[{'institutionName': 'Georgetown University, ...	[[{"policyName": "Terms of Use", "policyURL": ...	[ {"databaseAccessType": "open", "databaseAcce...	[[], nan]	[[{"dataAccessType": "open", "dataAccessRestri...	[[{"dataLicenseName": "Copyrights", "dataLicen...	[closed, nan]	[[], nan]	[["unknown"], nan]	[yes, nan]	[["ftp://ftp.pir.georgetown.edu/databases/", "...	[["none"], nan]	[nan, nan]	[[], nan]	[yes, nan]	[unknown, nan]	[[], nan]	[[], nan]	[{}, 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]	{re3data, FAIRsharing}
1	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]	[nan, nan]	[nan, nan]	[3410, nan]	[{"name": "erucu: electronic repository of the...	[[], nan]	[http://er.ucu.edu.ua/, nan]	[ukrainian catholic university’s institutional...	[institutional, nan]	[["uk", "en"], nan]	[2019-10-17 14:34:57, nan]	[2015-07-08 12:43:38, nan]	[["multidisciplinary"], nan]	[["journal_articles", "conference_and_workshop...	[[{"name": "ukrainian catholic university", "a...	[[], nan]	[{"name": "dspace", "version": ""}, nan]	[nan, 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, [BF, H1, BR, AC, BL, L1, D204, B1, D1, B...	[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, [3410, 5883]]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, nan]	[nan, [russell_group, ivy_league]]	[nan, roar_10013]	{OpenDOAR, roar}
2	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, r3d100011894]	[nan, Synapse]	[nan, eng]	[nan, []]	[nan, https://www.synapse.org]	[nan, [RRID:SCR_006307, RRID:nlx_151983]]	[nan, ["synapseinfo@sagebase.org"]]	[nan, Synapse is an open source software platf...	[nan, eng]	[nan, [other]]	[nan, {"size": "", "updatedp": ""}]	[nan, 2012-05-22]	[nan, nan]	[nan, ["eng"]]	[nan, [2 Life Sciences, 201 Basic Biological a...	[nan, https://sagebionetworks.org/tools_resour...	[nan, [Raw data, Scientific and statistical da...	[nan, [dataProvider, serviceProvider]]	[nan, [AMP-AD Knowledge Portal, DREAM Challeng...	[nan, [{'institutionName': 'Alfred P. Sloan Fo...	[nan, [{"policyName": "Synapse Commons Governa...	[nan, {"databaseAccessType": "open", "databas...	[nan, []]	[nan, [{"dataAccessType": "closed", "dataAcces...	[nan, [{"dataLicenseName": "other", "dataLicen...	[nan, restricted]	[nan, []]	[nan, ["unknown"]]	[nan, yes]	[nan, ["https://docs.synapse.org/rest/", "REST"]]	[nan, ["DOI"]]	[nan, nan]	[nan, []]	[nan, yes]	[nan, yes]	[nan, []]	[nan, []]	[nan, {}]	[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]	{FAIRsharing, re3data}
3	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, nan]	[nan, nan]	[nan, 9647]	[nan, {"name": "giresun university institution...	[nan, [{"acronym": "dspace@giresun"}, {"name":...	[nan, http://acikerisim.giresun.edu.tr]	[nan, this site provides access to the researc...	[nan, institutional]	[nan, ["tr"]]	[nan, 2021-05-21 18:05:06]	[nan, 2020-06-02 09:14:18]	[nan, ["multidisciplinary"]]	[nan, ["journal_articles"]]	[nan, [{"name": "giresun university", "alterna...	[nan, []]	[nan, {"name": "dspace", "version": "6.2"}]	[nan, http://acikerisim.giresun.edu.tr/oai/req...	[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}
4	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, nan]	[nan, nan]	[nan, 1426]	[nan, {"name": "hedatuz", "language": "en"}]	[nan, []]	[nan, http://hedatuz.euskomedia.org/]	[nan, this site contains works published by eu...	[nan, disciplinary]	[nan, ["eu", "fr", "es", "en"]]	[nan, 2019-10-17 14:34:21]	[nan, 2009-02-02 13:13:26]	[nan, ["multidisciplinary"]]	[nan, ["journal_articles", "books_chapters_and...	[nan, [{"name": "euskomedia", "alternativeName...	[nan, []]	[nan, {"name": "eprints", "version": "3.0.5"}]	[nan, http://hedatuz.euskomedia.org/cgi/oai2]	[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]	[[1294, 1426], 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}

In [30]:

def remove_nan(list_obj):
    if isinstance(list_obj, list):
        while np.nan in list_obj:
            list_obj.remove(np.nan)
    return list_obj
    
dup_within.applymap(remove_nan).to_csv('../data/processed/dup_within.csv')
dup_hybrid.applymap(remove_nan).to_csv('../data/processed/dup_hybrid.csv')
dup_across.applymap(remove_nan).to_csv('../data/processed/dup_across.csv')