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|
"""
Prototype Importer for datacite.org data.
Example doc at: https://gist.github.com/miku/5610a2d64e3fee82d16f5d3f3a295fc8
"""
from .common import EntityImporter
import dateparser
import datetime
import fatcat_openapi_client
import hashlib
import json
import pycountry
import langdetect
import sqlite3
import sys
from fatcat_tools.transforms import entity_to_dict
# Cutoff length for abstracts.
MAX_ABSTRACT_LENGTH = 2048
# https://guide.fatcat.wiki/entity_container.html#container_type-vocabulary
CONTAINER_TYPE_MAP = {
'Journal': 'journal',
'Series': 'journal',
'Book Series': 'book-series',
}
# The docs/guide should be the cannonical home for these mappings; update there
# first. Map various datacite type types to CSL-ish types. None means TODO or
# remove.
DATACITE_TYPE_MAP = {
'ris': {
'THES': 'thesis',
'SOUND': None,
'CHAP': 'chapter',
'FIGURE': None,
'RPRT': 'report',
'JOUR': 'article-journal',
'MPCT': None,
'GEN': None,
'BOOK': 'book',
'DATA': 'dataset',
'COMP': None,
},
'schemaOrg': {
'Dataset': 'dataset',
'Book': 'book',
'ScholarlyArticle': 'article',
'ImageObject': 'graphic',
'Collection': None,
'MediaObject': None,
'Event': None,
'SoftwareSourceCode': None,
'Chapter': 'chapter',
'CreativeWork': None,
'PublicationIssue': 'article',
'AudioObject': None,
'Thesis': 'thesis',
},
'citeproc': {
'article': 'article',
'article-journal': 'article-journal',
'article-magazine': 'article-magazine',
'article-newspaper': 'article-newspaper',
'bill': 'bill',
'book': 'book',
'broadcast': 'broadcast',
'chapter': 'chapter',
'dataset': 'dataset',
'entry-dictionary': 'entry-dictionary',
'entry-encyclopedia': 'entry-encyclopedia',
'entry': 'entry',
'figure': 'figure',
'graphic': 'graphic',
'interview': 'interview',
'legal_case': 'legal_case',
'legislation': 'legislation',
'manuscript': 'manuscript',
'map': 'map',
'motion_picture': 'motion_picture',
'musical_score': 'musical_score',
'pamphlet': 'pamphlet',
'paper-conference': 'paper-conference',
'patent': 'patent',
'personal_communication': 'personal_communication',
'post': 'post',
'post-weblog': 'post-weblog',
'report': 'report',
'review-book': 'review-book',
'review': 'review',
'song': 'song',
'speech': 'speech',
'thesis': 'thesis',
'treaty': 'treaty',
'webpage': 'webpage',
}, # https://docs.citationstyles.org/en/master/specification.html#appendix-iii-types
'bibtex': {
'phdthesis': 'thesis',
'inbook': 'chapter',
'misc': None,
'article': 'article-journal',
'book': 'book',
},
'resourceTypeGeneral': {
'Image': None,
'Dataset': 'dataset',
'PhysicalObject': None,
'Collection': None,
'Text': None,
'Sound': None,
'InteractiveResource': None,
'Event': None,
'Software': None,
'Other': None,
'Workflow': None,
'Audiovisual': None,
}
}
# TODO(martin): merge this with other maps, maybe.
LICENSE_SLUG_MAP = {
"//creativecommons.org/licenses/by/2.0/": "CC-BY",
"//creativecommons.org/licenses/by/2.0/uk/legalcode": "CC-BY",
"//creativecommons.org/licenses/by/3.0/": "CC-BY",
"//creativecommons.org/licenses/by/3.0/us": "CC-BY",
"//creativecommons.org/licenses/by/4.0/": "CC-BY",
"//creativecommons.org/licenses/by/4.0/deed.de/": "CC-BY",
"//creativecommons.org/licenses/by/4.0/deed.en_US/": "CC-BY",
"//creativecommons.org/licenses/by/4.0/legalcode/": "CC-BY",
"//creativecommons.org/licenses/by-nc/2.0/": "CC-BY-NC",
"//creativecommons.org/licenses/by-nc/3.0/": "CC-BY-NC",
"//creativecommons.org/licenses/by-nc/4.0/": "CC-BY-NC",
"//creativecommons.org/licenses/by-nc/4.0/legalcode": "CC-BY-NC",
"//creativecommons.org/licenses/by-nc-nd/3.0/": "CC-BY-NC-ND",
"//creativecommons.org/licenses/by-nc-nd/3.0/gr": "CC-BY-NC-ND",
"//creativecommons.org/licenses/by-nc-nd/4.0/": "CC-BY-ND",
"//creativecommons.org/licenses/by-nc-nd/4.0/legalcode": "CC-BY-ND",
"//creativecommons.org/licenses/by-nc-sa/4.0/": "CC-BY-NC-SA",
"//creativecommons.org/licenses/by-nd/4.0/": "CC-BY-ND",
"//creativecommons.org/licenses/by-sa/3.0/de": "CC-BY-SA",
"//creativecommons.org/licenses/by-sa/3.0/gr": "CC-BY-SA",
"//creativecommons.org/licenses/by-sa/4.0/": "CC-BY-SA",
"//creativecommons.org/licenses/by-sa/4.0/legalcode": "CC-BY-SA",
"//creativecommons.org/licenses/CC-BY/4.0/": "CC-BY",
"//creativecommons.org/licenses/publicdomain/zero/1.0/": "CC-0",
"//creativecommons.org/publicdomain/zero/1.0/": "CC-0",
"//creativecommons.org/publicdomain/zero/1.0/legalcode": "CC-0",
"//opensource.org/licenses/MIT": "MIT",
"//www.elsevier.com/open-access/userlicense/1.0": "ELSEVIER-USER-1.0",
"//www.gnu.org/licenses/gpl-3.0.en.html": "GPLv3",
"//www.gnu.org/licenses/old-licenses/gpl-2.0.en.html": "GPLv2",
"//www.karger.com/Services/SiteLicenses": "KARGER",
"//www.opensource.org/licenses/Apache-2.0": "Apache-2.0",
"//www.opensource.org/licenses/BSD-3-Clause": "BSD-3-Clause",
"//www.opensource.org/licenses/EUPL-1.1":
"EUPL-1.1", # redirects to EUPL-1.2
"//www.opensource.org/licenses/MIT": "MIT",
# "http://royalsocietypublishing.org/licence": "", # OA and "normal", https://royalsociety.org/journals/authors/licence-to-publish/
# "http://rsc.li/journals-terms-of-use": "RSC",
# "http://www.fu-berlin.de/sites/refubium/rechtliches/Nutzungsbedingungen": "", # 53 UrhG.
# "http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining": "",
# "http://www.springer.com/tdm": "",
# "https://cds.unistra.fr/vizier-org/licences_vizier.html": "", # Maybe try to "SPN" those: https://web.archive.org/web/*/https://cds.unistra.fr/vizier-org/licences_vizier.html
# "https://link.aps.org/licenses/aps-default-accepted-manuscript-license": "",
# "https://oparu.uni-ulm.de/xmlui/license_opod_v1": "",
# "https://publikationen.bibliothek.kit.edu/kitopen-lizenz": "",
# "https://rightsstatements.org/page/InC/1.0?language=en": "",
# "https://services.ceda.ac.uk/cedasite/register/info": "",
# "https://wdc.dlr.de/ndmc/userfiles/file/NDMC-Data_Sharing_Principles.pdf": "", # 404
# "https://www.cambridge.org/core/terms": "",
# "https://www.elsevier.com/tdm/userlicense/1.0",
# "info:eu-repo/semantics/closedAccess": "", # https://wiki.surfnet.nl/display/standards/info-eu-repo/#info-eu-repo-AccessRights
# "info:eu-repo/semantics/embargoedAccess": "",
# "info:eu-repo/semantics/openAccess": "",
# Note: Some URLs pointing to licensing terms are not in WB yet (but would be nice).
}
class DataciteImporter(EntityImporter):
"""
Importer for datacite records.
"""
def __init__(self,
api,
issn_map_file,
debug=False,
lang_detect=False,
insert_log_file=None,
**kwargs):
eg_desc = kwargs.get(
'editgroup_description',
"Automated import of Datacite DOI metadata, harvested from REST API"
)
eg_extra = kwargs.get('editgroup_extra', dict())
eg_extra['agent'] = eg_extra.get('agent',
'fatcat_tools.DataciteImporter')
super().__init__(api,
issn_map_file=issn_map_file,
editgroup_description=eg_desc,
editgroup_extra=eg_extra,
**kwargs)
self.create_containers = kwargs.get('create_containers', True)
extid_map_file = kwargs.get('extid_map_file')
self.extid_map_db = None
if extid_map_file:
db_uri = "file:{}?mode=ro".format(extid_map_file)
print("Using external ID map: {}".format(db_uri), file=sys.stderr)
self.extid_map_db = sqlite3.connect(db_uri, uri=True)
else:
print("Not using external ID map", file=sys.stderr)
self.read_issn_map_file(issn_map_file)
self.debug = debug
self.lang_detect = lang_detect
self.insert_log_file = insert_log_file
print('datacite with debug={}, lang_detect={}'.format(
self.debug, self.lang_detect),
file=sys.stderr)
def lookup_ext_ids(self, doi):
"""
Return dictionary of identifiers refering to the same things as the given DOI.
"""
if self.extid_map_db is None:
return dict(core_id=None,
pmid=None,
pmcid=None,
wikidata_qid=None,
arxiv_id=None,
jstor_id=None)
row = self.extid_map_db.execute(
"SELECT core, pmid, pmcid, wikidata FROM ids WHERE doi=? LIMIT 1",
[doi.lower()]).fetchone()
if row is None:
return dict(core_id=None,
pmid=None,
pmcid=None,
wikidata_qid=None,
arxiv_id=None,
jstor_id=None)
row = [str(cell or '') or None for cell in row]
return dict(
core_id=row[0],
pmid=row[1],
pmcid=row[2],
wikidata_qid=row[3],
# TODO:
arxiv_id=None,
jstor_id=None,
)
def parse_record(self, obj):
"""
Mapping datacite JSON to ReleaseEntity.
"""
if not obj or not isinstance(obj, dict):
return None
if 'attributes' not in obj:
return None
attributes = obj['attributes']
doi = attributes.get('doi', '').lower()
# Contributors. Many nameIdentifierSchemes, we do not use (yet):
# "attributes.creators[].nameIdentifiers[].nameIdentifierScheme":
# ["LCNA", "GND", "email", "NAF", "OSF", "RRID", "ORCID",
# "SCOPUS", "NRCPID", "schema.org", "GRID", "MGDS", "VIAF", "JACoW-ID"].
contribs = []
for i, c in enumerate(attributes['creators']):
nameType = c.get('nameType', '') or ''
if nameType == 'Personal':
creator_id = None
for nid in c.get('nameIdentifiers', []):
if not nid.get('nameIdentifierScheme').lower() == "orcid":
continue
orcid = nid.get('nameIdentifier',
'').replace('https://orcid.org/', '')
if not orcid:
continue
creator_id = self.lookup_orcid(orcid)
# TODO(martin): If creator_id is None, should we create creators?
# If there are multiple affiliation strings, use the first one.
affiliations = c.get('affiliation', []) or []
raw_affiliation = None
if len(affiliations) == 0:
raw_affiliation = None
else:
raw_affiliation = affiliations[0]
contribs.append(
fatcat_openapi_client.ReleaseContrib(
creator_id=creator_id,
index=i,
raw_name=c.get('name'),
given_name=c.get('givenName'),
surname=c.get('familyName'),
role='author',
raw_affiliation=raw_affiliation,
))
elif nameType == 'Organizational':
name = c.get('name', '') or ''
if name == 'NN':
continue
if len(name) < 3:
continue
extra = {'organization': name}
contribs.append(fatcat_openapi_client.ReleaseContrib(
index=i, extra=extra))
else:
print('[{}] unknown name type: {}'.format(doi, nameType), file=sys.stderr)
# Title, may come with "attributes.titles[].titleType", like
# "AlternativeTitle", "Other", "Subtitle", "TranslatedTitle"
titles = attributes.get('titles', []) or []
title, original_language_title, subtitle = parse_datacite_titles(
titles)
if not title:
print('[{}] skipping record w/o title: {}'.format(doi, obj), file=sys.stderr)
return False
if not subtitle:
subtitle = None
# Dates. A few internal dates (registered, created, updated) and
# published (0..2554). We try to work with typed date list, in
# "attributes.dates[].dateType", values: "Accepted", "Available"
# "Collected", "Copyrighted", "Created", "Issued", "Submitted",
# "Updated", "Valid".
release_date, release_year = parse_datacite_dates(
attributes.get('dates', []))
# Publisher. A few NA values. A few bogus values.
publisher = attributes.get('publisher')
if publisher in ('(:unav)', 'Unknown', 'n.a.', '[s.n.]', '(:unap)',
'(:none)'):
publisher = None
if publisher is not None and len(publisher) > 80:
# Arbitrary magic value max length. TODO(martin): better heuristic,
# but factored out; first we have to log misses. Example:
# "ETH-Bibliothek Zürich, Bildarchiv / Fotograf: Feller,
# Elisabeth, Empfänger, Unbekannt, Fotograf / Fel_041033-RE /
# Unbekannt, Nutzungsrechte müssen durch den Nutzer abgeklärt
# werden"
publisher = None
# Container. For the moment, only ISSN as container.
container_id = None
container = attributes.get('container', {}) or {}
if container.get('type') in CONTAINER_TYPE_MAP.keys():
container_type = CONTAINER_TYPE_MAP.get(container['type'])
if container.get('identifier') and container.get(
'identifierType') == 'ISSN':
issn = container.get('identifier')
if len(issn) == 8:
issn = issn[:4] + "-" + issn[4:]
issnl = self.issn2issnl(issn)
if issnl is not None:
container_id = self.lookup_issnl(issnl)
if container_id is None and container.get('title'):
container_title = container.get('title')
if isinstance(container_title, list):
if len(container_title) > 0:
print('[{}] too many container titles: {}'.format(doi,
len(container_title)))
container_title = container_title[0]
assert isinstance(container_title, str)
ce = fatcat_openapi_client.ContainerEntity(
issnl=issnl,
container_type=container_type,
name=container_title,
)
ce_edit = self.create_container(ce)
container_id = ce_edit.ident
self._issnl_id_map[issnl] = container_id
# Volume and issue.
volume = container.get('volume')
issue = container.get('issue')
# Pages.
pages = None
first_page = container.get('firstPage')
last_page = container.get('lastPage')
if first_page and last_page:
try:
int(first_page) < int(last_page)
pages = '{}-{}'.format(first_page, last_page)
except ValueError as err:
print('[{}] {}'.format(doi, err), file=sys.stderr)
pass
if not pages and first_page:
pages = first_page
# License.
license_slug = None
license_extra = []
for l in attributes.get('rightsList', []):
slug = lookup_license_slug(l.get('rightsUri'))
if slug:
license_slug = slug
license_extra.append(l)
# Release type. Try to determine the release type from a variety of
# types supplied in datacite. The "attributes.types.resourceType"
# contains too many (176 in sample) things for now; citeproc may be the
# closest, but not always supplied.
for typeType in ('citeproc', 'resourceTypeGeneral', 'schemaOrg',
'bibtex', 'ris'):
value = attributes.get('types', {}).get(typeType)
release_type = DATACITE_TYPE_MAP.get(typeType, {}).get(value)
if release_type is not None:
break
if release_type is None:
print("[{}] no mapped type: {}".format(doi, value), file=sys.stderr)
# Language values are varied ("ger", "es", "English", "ENG", "en-us",
# "other", ...). Try to crush it with langcodes: "It may sound to you
# like langcodes solves a pretty boring problem. At one level, that's
# right. Sometimes you have a boring problem, and it's great when a
# library solves it for you." -- TODO(martin): We need more of these.
language = None
value = attributes.get('language', '') or ''
try:
language = pycountry.languages.lookup(value).alpha_2
except (LookupError, AttributeError) as err:
print('[{}] language lookup miss for {}: {}'.format(doi, value, err), file=sys.stderr)
# Abstracts appear in "attributes.descriptions[].descriptionType", some
# of the observed values: "Methods", "TechnicalInfo",
# "SeriesInformation", "Other", "TableOfContents", "Abstract". The
# "Other" fields might contain references or related articles (with
# DOI). TODO(martin): maybe try to parse out some of those refs.
abstracts = []
descs = attributes.get('descriptions', []) or []
for desc in descs:
if not desc.get('descriptionType') == 'Abstract':
continue
if len(desc.get('description', '')) < 10:
continue
text = desc.get('description')
if len(text) > MAX_ABSTRACT_LENGTH:
text = text[:MAX_ABSTRACT_LENGTH] + " [...]"
lang = None
if self.lang_detect:
try:
lang = langdetect.detect(text)
except langdetect.lang_detect_exception.LangDetectException as err:
print('[{}] language detection failed: {}'.format(doi, err),
file=sys.stderr)
abstracts.append(
fatcat_openapi_client.ReleaseAbstract(
mimetype="text/plain",
content=text,
lang=lang,
))
# References and relations. Datacite include many relation types in
# "attributes.relatedIdentifiers[].relationType", e.g.
# "IsPartOf", "IsPreviousVersionOf", "Continues", "IsVariantFormOf",
# "IsSupplementTo", "Cites", "IsSupplementedBy", "IsDocumentedBy", "HasVersion",
# "IsCitedBy", "IsMetadataFor", "IsNewVersionOf", "IsIdenticalTo", "HasPart",
# "References", "Reviews", "HasMetadata", "IsContinuedBy", "IsVersionOf",
# "IsDerivedFrom", "IsSourceOf".
#
# For the moment, we only care about References.
refs, ref_index = [], 0
relIds = attributes.get('relatedIdentifiers', []) or []
for rel in relIds:
if not rel.get('relationType') == 'References':
continue
ref_extra = dict()
if rel.get('relatedIdentifierType') == 'DOI':
ref_extra['doi'] = rel.get('relatedIdentifier')
if not ref_extra:
ref_extra = None
refs.append(
fatcat_openapi_client.ReleaseRef(
index=ref_index,
extra=ref_extra,
))
ref_index += 1
# Start with clear stages, e.g. published. TODO(martin): we could
# probably infer a bit more from the relations, e.g.
# "IsPreviousVersionOf" or "IsNewVersionOf".
release_stage = None
if attributes.get(
'state') == 'findable' or attributes.get('isActive') is True:
release_stage = 'published'
# Extra information.
extra_datacite = dict()
if license_extra:
extra_datacite['license'] = license_extra
if attributes.get('subjects'):
extra_datacite['subjects'] = attributes['subjects']
# Include certain relations from relatedIdentifiers. Keeping the
# original structure of data here, which is a list of dicts, with
# relation type, identifer and identifier type (mostly).
relations = []
for rel in relIds:
if rel.get('relationType') in ('IsPartOf', 'Reviews', 'Continues',
'IsVariantFormOf', 'IsSupplementTo',
'HasVersion', 'IsMetadataFor',
'IsNewVersionOf', 'IsIdenticalTo',
'IsVersionOf', 'IsDerivedFrom',
'IsSourceOf'):
relations.append(rel)
if relations:
extra_datacite['relations'] = relations
extra = dict()
if extra_datacite:
extra['datacite'] = extra_datacite
extids = self.lookup_ext_ids(doi=doi)
# Assemble release.
re = fatcat_openapi_client.ReleaseEntity(
work_id=None,
container_id=container_id,
release_type=release_type,
release_stage=release_stage,
title=title,
subtitle=subtitle,
original_title=original_language_title,
release_year=release_year,
release_date=release_date,
publisher=publisher,
ext_ids=fatcat_openapi_client.ReleaseExtIds(
doi=doi,
pmid=extids['pmid'],
pmcid=extids['pmcid'],
wikidata_qid=extids['wikidata_qid'],
core=extids['core_id'],
arxiv=extids['arxiv_id'],
jstor=extids['jstor_id'],
),
contribs=contribs,
volume=volume,
issue=issue,
pages=pages,
language=language,
abstracts=abstracts,
refs=refs,
extra=extra,
license_slug=license_slug,
)
return re
def try_update(self, re):
"""
When debug is true, write the RE to stdout, not to the database. Might
hide schema mismatch bugs.
"""
if self.debug is True:
print(json.dumps(entity_to_dict(re, api_client=None)))
return False
# lookup existing DOI (don't need to try other ext idents for crossref)
existing = None
try:
existing = self.api.lookup_release(doi=re.ext_ids.doi)
except fatcat_openapi_client.rest.ApiException as err:
if err.status != 404:
raise err
# doesn't exist, need to update
return True
# eventually we'll want to support "updates", but for now just skip if
# entity already exists
if existing:
self.counts['exists'] += 1
return False
return True
def insert_batch(self, batch):
print('inserting batch ({})'.format(len(batch)), file=sys.stderr)
if self.insert_log_file:
with open(self.insert_log_file, 'a') as f:
for doc in batch:
json.dump(entity_to_dict(re, api_client=None), f)
f.write('\n')
self.api.create_release_auto_batch(
fatcat_openapi_client.ReleaseAutoBatch(
editgroup=fatcat_openapi_client.Editgroup(
description=self.editgroup_description,
extra=self.editgroup_extra),
entity_list=batch))
def lookup_license_slug(raw):
"""
TODO(martin): reuse from or combine with crossref, maybe.
"""
if not raw:
return None
raw = raw.strip().replace('http://', '//').replace('https://', '//')
if 'creativecommons.org' in raw.lower():
raw = raw.lower()
raw = raw.replace('/legalcode', '/').replace('/uk', '')
if not raw.endswith('/'):
raw = raw + '/'
return LICENSE_SLUG_MAP.get(raw)
def find_original_language_title(item, min_length=4, max_questionmarks=3):
"""
Perform a few checks before returning a potential original language title.
"""
if not 'original_language_title' in item:
return None
title = item.get('title')
if not title:
return None
original_language_title = item.get('original_language_title')
if isinstance(original_language_title,
str) and title != original_language_title:
if len(original_language_title) < min_length:
return None
if original_language_title.count('?') > max_questionmarks:
return None
return original_language_title
if isinstance(original_language_title, dict):
content = original_language_title.get('__content__', '') or ''
if content and content != title and not content.count(
'?') > max_questionmarks:
return content
return None
def parse_datacite_titles(titles):
"""
Given a list of title items from datacite, return 3-tuple (title,
original_language_title, subtitle).
Example input:
[
{
"title": "Meeting Heterogeneity in Consumer Demand"
}
]
"""
title, original_language_title, subtitle = None, None, None
if titles is None:
return title, original_language_title, subtitle
if len(titles) == 0:
return title, original_language_title, subtitle
elif len(titles) == 1:
original_language_title = find_original_language_title(titles[0])
title = titles[0].get('title', '') or ''
title = title.strip()
if not title:
title = None
return title, original_language_title, subtitle
else:
for entry in titles:
if not title and ('titleType' not in entry
or not entry.get('titleType')):
title = entry.get('title').strip()
if not subtitle and entry.get('titleType') == 'Subtitle':
subtitle = entry.get('title', '').strip()
if not original_language_title:
original_language_title = find_original_language_title(entry)
return title, original_language_title, subtitle
def parse_datacite_dates(dates):
"""
Given a list of date fields (under .dates), return tuple, (release_date,
release_year).
"""
release_date, release_year = None, None
if not dates:
return release_date, release_year
if not isinstance(dates, list):
raise ValueError('expected a list of date items')
# Ignored: Collected, Issued.
date_type_prio = (
'Valid',
'Available',
'Accepted',
'Submitted',
'Copyrighted',
'Created',
'Updated',
)
# Before using (expensive) dateparser, try a few common patterns.
common_patterns = ('%Y-%m-%d', '%Y-%m', '%Y-%m-%dT%H:%M:%SZ',
'%Y-%m-%dT%H:%M:%S', '%Y')
def parse_item(item):
result, value, year_only = None, item.get('date', ''), False
release_date, release_year = None, None
for pattern in common_patterns:
try:
result = datetime.datetime.strptime(value, pattern)
except ValueError:
continue
else:
if pattern == '%Y':
year_only = True
break
if result is None:
print('fallback for {}'.format(value), file=sys.stderr)
try:
result = dateparser.parse(value)
except TypeError as err:
print("{} date parsing failed with: {}".format(value, err),
file=sys.stderr)
return result_date, result_year
if result is None:
# Unparsable date.
return release_date, release_year
if not year_only:
release_date = result.date()
release_year = result.year
return release_date, release_year
for prio in date_type_prio:
for item in dates:
if not item.get('dateType') == prio:
continue
release_date, release_year = parse_item(item)
if release_date is None and release_year is None:
continue
if release_year < 1000 or release_year > datetime.date.today(
).year + 5:
# Skip possibly bogus dates.
release_year = None
continue
break
else:
continue
break
if release_date is None and release_year is None:
for item in dates:
release_date, release_year = parse_item(item)
if release_year or release_date:
break
return release_date, release_year
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