Mining XML to tabular data, FAAAAAAST
pip install xdwarf
The library is an wrapping on rust_dwarf
, a rust based mining tool.
# finding in glob pattern, project name, use all - 2 CPUs
dwarf = Dwarf.from_glob("../test/data/*.xml", "PMC",-2)
Define the mining detail as xpath query pattern, chaining multistage mining is well supported.
dwarf.find_one('article-meta > article-id[pub-id-type=pmid]' , "pmid")
dwarf.find_one("abstract", "abstract").find_many("p", "paragraph")
# mining stage can be chained to longer detials
reference = dwarf.find_one("ref-list", "ref_list").find_many("ref","reference")
reference.find_one("pub-id[pub-id-type=pmid]", "ref_id")
reference.find_one("pub-id[pub-id-type=doi]", "doi")
ref_name = reference.find_many("name", "ref_name")
ref_name.find_one("surname", "ref_surname")
dwarf.set_necessary("pmid")
dwarf.create_children()
Mining start
result = dwarf()
See result
result.child_df().head(2)
See child result
result['ref_list'].child_df().head()