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import datetime
import json
import sys
import warnings
from typing import Any, Dict, List, Optional, Sequence
import fatcat_openapi_client
from bs4 import BeautifulSoup
from fatcat_openapi_client import ApiClient, ReleaseEntity
from fatcat_tools.biblio_lookup_tables import (
COUNTRY_NAME_MAP,
LANG_MAP_MARC,
MONTH_ABBR_MAP,
PUBMED_RELEASE_TYPE_MAP,
)
from fatcat_tools.normal import clean_doi, clean_issn, clean_pmcid, clean_pmid, clean_str
from .common import EntityImporter
class PubmedImporter(EntityImporter):
"""
Importer for PubMed/MEDLINE XML metadata.
If lookup_refs is true, will do identifer-based lookups for all references.
TODO: MEDLINE doesn't include PMC/OA license; could include in importer?
"""
def __init__(
self, api: ApiClient, issn_map_file: Sequence, lookup_refs: bool = True, **kwargs
):
eg_desc = kwargs.get(
"editgroup_description", "Automated import of PubMed/MEDLINE XML metadata"
)
eg_extra = kwargs.get("editgroup_extra", dict())
eg_extra["agent"] = eg_extra.get("agent", "fatcat_tools.PubmedImporter")
super().__init__(
api,
issn_map_file=issn_map_file,
editgroup_description=eg_desc,
editgroup_extra=eg_extra,
**kwargs
)
self.lookup_refs = lookup_refs
self.create_containers = kwargs.get("create_containers", True)
self.read_issn_map_file(issn_map_file)
def want(self, raw_record: BeautifulSoup) -> bool:
return True
# TODO: mypy annotations partially skipped on this function ('Any' instead of
# 'BeautifulSoup') for now because XML parsing annotations are large and
# complex
def parse_record(self, a: Any) -> ReleaseEntity:
medline = a.MedlineCitation
# PubmedData isn't required by DTD, but seems to always be present
pubmed = a.PubmedData
extra = dict()
extra_pubmed = dict()
identifiers = pubmed.ArticleIdList
pmid = medline.PMID.string.strip()
doi = identifiers.find("ArticleId", IdType="doi")
if doi and doi.string:
doi = clean_doi(doi.string)
else:
doi = None
pmcid = identifiers.find("ArticleId", IdType="pmc")
if pmcid:
pmcid = clean_pmcid(pmcid.string.strip().upper())
release_type = None
pub_types = []
for pub_type in medline.Article.PublicationTypeList.find_all("PublicationType"):
pub_types.append(pub_type.string)
if pub_type.string in PUBMED_RELEASE_TYPE_MAP:
release_type = PUBMED_RELEASE_TYPE_MAP[pub_type.string]
break
if pub_types:
extra_pubmed["pub_types"] = pub_types
if medline.Article.PublicationTypeList.find(string="Retraction of Publication"):
release_type = "retraction"
retraction_of = medline.find("CommentsCorrections", RefType="RetractionOf")
if retraction_of:
if retraction_of.RefSource:
extra_pubmed["retraction_of_raw"] = retraction_of.RefSource.string
if retraction_of.PMID:
extra_pubmed["retraction_of_pmid"] = retraction_of.PMID.string
# everything in medline is published
release_stage = "published"
if medline.Article.PublicationTypeList.find(string="Corrected and Republished Article"):
release_stage = "updated"
if medline.Article.PublicationTypeList.find(string="Retraction of Publication"):
release_stage = "retraction"
withdrawn_status = None
if medline.Article.PublicationTypeList.find(string="Retracted Publication"):
withdrawn_status = "retracted"
elif medline.find("CommentsCorrections", RefType="ExpressionOfConcernIn"):
withdrawn_status = "concern"
pages = medline.find("MedlinePgn")
if pages:
pages = pages.string
title = medline.Article.ArticleTitle.get_text() # always present
if title:
title = title.replace("\n", " ")
if title.endswith("."):
title = title[:-1]
# this hides some "special" titles, but the vast majority are
# translations; translations don't always include the original_title
if title.startswith("[") and title.endswith("]"):
title = title[1:-1]
else:
# will filter out later
title = None
original_title = medline.Article.find("VernacularTitle", recurse=False)
if original_title:
original_title = original_title.get_text() or None
original_title = original_title.replace("\n", " ")
if original_title and original_title.endswith("."):
original_title = original_title[:-1]
if original_title and not title:
# if we only have an "original" title, but not translated/english
# title, sub in the original title so the entity can be created
title = original_title
original_title = None
# TODO: happening in alpha order, not handling multi-language well.
language = medline.Article.Language
if language:
language = language.get_text()
if language in ("und", "un"):
# "undetermined"
language = None
else:
language = LANG_MAP_MARC.get(language)
if not language and not (medline.Article.Language.get_text() in LANG_MAP_MARC):
warnings.warn(
"MISSING MARC LANG: {}".format(medline.Article.Language.string)
)
### Journal/Issue Metadata
# MedlineJournalInfo is always present
issnl = None
container_id = None
container_name = None
container_extra = dict()
mji = medline.MedlineJournalInfo
if mji.find("Country"):
country_name = mji.Country.string.strip()
country_code = COUNTRY_NAME_MAP.get(country_name)
if country_code:
container_extra["country"] = country_code
elif country_name:
container_extra["country_name"] = country_name
if mji.find("ISSNLinking"):
issnl = mji.ISSNLinking.string
journal = medline.Article.Journal
issnp = journal.find("ISSN", IssnType="Print")
if issnp:
issnp = clean_issn(issnp.string)
else:
issnp = None
if not issnl and issnp:
issnl = self.issn2issnl(issnp)
else:
issnl = None
if issnl:
container_id = self.lookup_issnl(issnl)
pub_date = medline.Article.find("ArticleDate")
if not pub_date:
pub_date = journal.PubDate
if not pub_date:
pub_date = journal.JournalIssue.PubDate
release_date: Optional[str] = None
release_year: Optional[int] = None
if pub_date.Year:
release_year = int(pub_date.Year.string)
if pub_date.find("Day") and pub_date.find("Month"):
try:
release_date_date = datetime.date(
release_year,
MONTH_ABBR_MAP[pub_date.Month.string],
int(pub_date.Day.string),
)
release_date = release_date_date.isoformat()
except ValueError as ve:
print("bad date, skipping: {}".format(ve), file=sys.stderr)
release_date = None
elif pub_date.MedlineDate:
medline_date = pub_date.MedlineDate.string.strip()
if len(medline_date) >= 4 and medline_date[:4].isdigit():
release_year = int(medline_date[:4])
if release_year < 1300 or release_year > 2040:
print(
"bad medline year, skipping: {}".format(release_year), file=sys.stderr
)
release_year = None
else:
print(
"unparsable medline date, skipping: {}".format(medline_date),
file=sys.stderr,
)
if journal.find("Title"):
container_name = journal.Title.get_text()
if (
container_id is None
and self.create_containers
and (issnl is not None)
and container_name
):
# name, type, publisher, issnl
# extra: original_name, languages, country
ce = fatcat_openapi_client.ContainerEntity(
name=container_name,
container_type="journal",
# NOTE: publisher not included
issnl=issnl,
issnp=issnp,
extra=(container_extra or None),
)
ce_edit = self.create_container(ce)
container_id = ce_edit.ident
self._issnl_id_map[issnl] = container_id
ji = journal.JournalIssue
volume = None
if ji.find("Volume"):
volume = ji.Volume.string
issue = None
if ji.find("Issue"):
issue = ji.Issue.string
### Abstracts
# "All abstracts are in English"
abstracts = []
primary_abstract = medline.find("Abstract")
if primary_abstract and primary_abstract.AbstractText.get("NlmCategory"):
joined = "\n".join(
[m.get_text() for m in primary_abstract.find_all("AbstractText")]
)
abst = fatcat_openapi_client.ReleaseAbstract(
content=joined,
mimetype="text/plain",
lang="en",
)
if abst.content:
abstracts.append(abst)
elif primary_abstract:
for abstract in primary_abstract.find_all("AbstractText"):
abst = fatcat_openapi_client.ReleaseAbstract(
content=abstract.get_text().strip(),
mimetype="text/plain",
lang="en",
)
if abst.content:
abstracts.append(abst)
if abstract.find("math"):
abst = fatcat_openapi_client.ReleaseAbstract(
# strip the <AbstractText> tags
content=str(abstract)[14:-15],
mimetype="application/mathml+xml",
lang="en",
)
if abst.content:
abstracts.append(abst)
other_abstracts = medline.find_all("OtherAbstract")
for other in other_abstracts:
lang: Optional[str] = "en"
if other.get("Language"):
lang = LANG_MAP_MARC.get(other["Language"])
abst = fatcat_openapi_client.ReleaseAbstract(
content=other.AbstractText.get_text().strip(),
mimetype="text/plain",
lang=lang,
)
if abst.content:
abstracts.append(abst)
### Contribs
contribs = []
if medline.AuthorList:
for author in medline.AuthorList.find_all("Author"):
creator_id = None
given_name = None
surname = None
raw_name = None
if author.ForeName:
given_name = author.ForeName.get_text().replace("\n", " ")
if author.LastName:
surname = author.LastName.get_text().replace("\n", " ")
if given_name and surname:
raw_name = "{} {}".format(given_name, surname)
elif surname:
raw_name = surname
if not raw_name and author.CollectiveName and author.CollectiveName.get_text():
raw_name = author.CollectiveName.get_text().replace("\n", " ")
contrib_extra = dict()
orcid = author.find("Identifier", Source="ORCID")
if orcid:
# needs re-formatting from, eg, "0000000179841889"
orcid = orcid.string
if orcid.startswith("http://orcid.org/"):
orcid = orcid.replace("http://orcid.org/", "")
elif orcid.startswith("https://orcid.org/"):
orcid = orcid.replace("https://orcid.org/", "")
elif "-" not in orcid:
orcid = "{}-{}-{}-{}".format(
orcid[0:4],
orcid[4:8],
orcid[8:12],
orcid[12:16],
)
creator_id = self.lookup_orcid(orcid)
contrib_extra["orcid"] = orcid
affiliations = author.find_all("Affiliation")
raw_affiliation = None
if affiliations:
raw_affiliation = affiliations[0].get_text().replace("\n", " ")
if len(affiliations) > 1:
contrib_extra["more_affiliations"] = [
ra.get_text().replace("\n", " ") for ra in affiliations[1:]
]
if author.find("EqualContrib"):
# TODO: schema for this?
contrib_extra["equal"] = True
contribs.append(
fatcat_openapi_client.ReleaseContrib(
raw_name=raw_name,
given_name=given_name,
surname=surname,
role="author",
raw_affiliation=raw_affiliation,
creator_id=creator_id,
extra=contrib_extra,
)
)
if medline.AuthorList["CompleteYN"] == "N":
contribs.append(fatcat_openapi_client.ReleaseContrib(raw_name="et al."))
for i, contrib in enumerate(contribs):
if contrib.raw_name != "et al.":
contrib.index = i
### References
refs = []
if pubmed.ReferenceList:
# note that Reference always exists within a ReferenceList, but
# that there may be multiple ReferenceList (eg, sometimes one per
# Reference)
for ref in pubmed.find_all("Reference"):
ref_extra: Dict[str, Any] = dict()
ref_doi = ref.find("ArticleId", IdType="doi")
if ref_doi:
ref_doi = clean_doi(ref_doi.string)
ref_pmid = ref.find("ArticleId", IdType="pubmed")
if ref_pmid:
ref_pmid = clean_pmid(ref_pmid.string)
ref_release_id = None
if ref_doi:
ref_extra["doi"] = ref_doi
if self.lookup_refs:
ref_release_id = self.lookup_doi(ref_doi)
if ref_pmid:
ref_extra["pmid"] = ref_pmid
if self.lookup_refs:
ref_release_id = self.lookup_pmid(ref_pmid)
ref_raw = ref.Citation
if ref_raw:
ref_extra["unstructured"] = ref_raw.get_text()
refs.append(
fatcat_openapi_client.ReleaseRef(
target_release_id=ref_release_id,
extra=ref_extra or None,
)
)
# extra:
# translation_of
# aliases
# container_name
# group-title
# pubmed: retraction refs
if extra_pubmed:
extra["pubmed"] = extra_pubmed
title = clean_str(title)
if not title:
return None
re = fatcat_openapi_client.ReleaseEntity(
work_id=None,
title=title,
original_title=clean_str(original_title),
release_type=release_type,
release_stage=release_stage,
release_date=release_date,
release_year=release_year,
withdrawn_status=withdrawn_status,
ext_ids=fatcat_openapi_client.ReleaseExtIds(
doi=doi,
pmid=pmid,
pmcid=pmcid,
# isbn13 # never in Article
),
volume=volume,
issue=issue,
pages=pages,
# publisher # not included?
language=language,
# license_slug # not in MEDLINE
abstracts=abstracts or None,
contribs=contribs or None,
refs=refs or None,
container_id=container_id,
extra=extra or None,
)
return re
def try_update(self, re: ReleaseEntity) -> bool:
# first, lookup existing by PMID (which must be defined)
existing = None
try:
existing = self.api.lookup_release(pmid=re.ext_ids.pmid)
except fatcat_openapi_client.rest.ApiException as err:
if err.status != 404:
raise err
# then try DOI lookup if there is one
if not existing and re.ext_ids.doi:
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
if existing and existing.ext_ids.pmid and existing.ext_ids.pmid != re.ext_ids.pmid:
warn_str = "PMID/DOI mismatch: release {}, pmid {} != {}".format(
existing.ident, existing.ext_ids.pmid, re.ext_ids.pmid
)
warnings.warn(warn_str)
self.counts["warn-pmid-doi-mismatch"] += 1
# don't clobber DOI, but do group together
re.ext_ids.doi = None
re.work_id = existing.work_id
if existing and not self.do_updates:
self.counts["exists"] += 1
return False
if (
existing
and existing.ext_ids.pmid
and (existing.ext_ids.pmcid or not re.ext_ids.pmcid)
and (existing.refs or not re.refs)
):
# TODO: any other reasons to do an update?
# don't update if it already has PMID
self.counts["exists"] += 1
return False
elif existing:
# but do update if only DOI was set
existing.ext_ids.doi = existing.ext_ids.doi or re.ext_ids.doi
existing.ext_ids.pmid = existing.ext_ids.pmid or re.ext_ids.pmid
existing.ext_ids.pmcid = existing.ext_ids.pmcid or re.ext_ids.pmcid
existing.container_id = existing.container_id or re.container_id
existing.refs = existing.refs or re.refs
existing.abstracts = existing.abstracts or re.abstracts
existing.extra["pubmed"] = re.extra["pubmed"]
# fix stub titles
if existing.title in [
"OUP accepted manuscript",
]:
existing.title = re.title
existing.original_title = existing.original_title or re.original_title
existing.release_type = existing.release_type or re.release_type
existing.release_stage = existing.release_stage or re.release_stage
existing.release_date = existing.release_date or re.release_date
existing.release_year = existing.release_year or re.release_year
existing.withdrawn_status = existing.withdrawn_status or re.withdrawn_status
existing.volume = existing.volume or re.volume
existing.issue = existing.issue or re.issue
existing.pages = existing.pages or re.pages
existing.language = existing.language or re.language
# update subtitle in-place first
if not existing.subtitle and existing.extra.get("subtitle"):
subtitle = existing.extra.pop("subtitle")
if type(subtitle) == list:
subtitle = subtitle[0]
if subtitle:
existing.subtitle = subtitle
if not existing.subtitle:
existing.subtitle = re.subtitle
try:
self.api.update_release(self.get_editgroup_id(), existing.ident, existing)
self.counts["update"] += 1
except fatcat_openapi_client.rest.ApiException as err:
# there is a code path where we try to update the same release
# twice in a row; if that happens, just skip
# NOTE: API behavior might change in the future?
if "release_edit_editgroup_id_ident_id_key" in err.body:
self.counts["skip-update-conflict"] += 1
return False
else:
raise err
finally:
return False
return True
def insert_batch(self, batch: List[ReleaseEntity]) -> None:
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 parse_file(self, handle: Any) -> None:
# 1. open with beautiful soup
soup = BeautifulSoup(handle, "xml")
# 2. iterate over articles, call parse_article on each
for article in soup.find_all("PubmedArticle"):
resp = self.parse_record(article)
print(json.dumps(resp))
# sys.exit(-1)
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