Created
March 21, 2023 12:21
-
-
Save jasonrig/5b4ed42c24803818a5dad52a07917cf2 to your computer and use it in GitHub Desktop.
Verify and extract abstracts from PubMed
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import csv | |
import glob | |
import gzip | |
import hashlib | |
import xml.sax | |
import tqdm | |
file_list = glob.glob("./pubmed/*.xml.gz") | |
def verify(path, checksum_chunk_size=1024): | |
with open(f"{path}.md5", "rt") as f: | |
expected_checksum = f.read().split()[-1] | |
with open(path, "rb") as f: | |
md5_hash = hashlib.md5() | |
chunk = f.read(checksum_chunk_size) | |
while chunk: | |
md5_hash.update(chunk) | |
chunk = f.read(checksum_chunk_size) | |
assert expected_checksum == md5_hash.hexdigest() | |
class PubmedContentHandler(xml.sax.handler.ContentHandler): | |
def __init__(self, file_handle) -> None: | |
super().__init__() | |
self.tqdm = tqdm.tqdm() | |
self.csv_writer = csv.writer(file_handle) | |
self.reset() | |
def reset(self): | |
self.current_element = "" | |
self.current_pmid = "" | |
self.current_content = list() | |
def startElement(self, name, attrs): | |
super().startElement(name, attrs) | |
if name in ("PMID", "AbstractText"): | |
self.current_element = name | |
if name == "PubmedArticle": | |
self.reset() | |
def endElement(self, name): | |
super().endElement(name) | |
if name in ("PMID", "AbstractText"): | |
self.current_element = "" | |
if name == "PubmedArticle": | |
if self.current_pmid and self.current_content: | |
self.csv_writer.writerow([self.current_pmid, " ".join(self.current_content)]) | |
self.tqdm.update() | |
self.reset() | |
def characters(self, content): | |
super().characters(content) | |
if self.current_element == "PMID": | |
self.current_pmid += content | |
elif self.current_element == "AbstractText": | |
self.current_content.append(" ".join(content.split())) | |
with open("articles.csv", "wt", newline="") as f_out: | |
handler = PubmedContentHandler(f_out) | |
for file in file_list: | |
verify(file) | |
with gzip.open(file, "rt") as f: | |
for line in f: | |
if line.startswith("<?xml"): | |
parser = xml.sax.make_parser() | |
parser.setContentHandler(handler) | |
parser.feed(line) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment