# Normalization steps # # This library contains generic logic to normalize (string) data and # transforms strings to URIs. It should be applicable to data from # any source (GenBank, ENA etc). # # Important: missing data should be missing or None! Do not fill # in data by 'guessing'. # # When data is malformed a warning should be logged and added to the # warning list. Functions should be small enough to return only 1 # warning! # # Pjotr Prins (c) 2021 import re import types def host_species(host,mapping): warning = None host = types.SimpleNamespace(**host) if not 'obolibrary' in host.host_species: key = host.host_species if key in mapping: host.host_species = mapping[key] else: warning = f"No URI mapping for host_species <{key}>" return host.__dict__,warning Unknown = "Not found" # So as not to create a warning def specimen_source(sample,mapping): Oronasopharynx = "http://purl.obolibrary.org/obo/NCIT_C155835" Oropharyngeal = "http://purl.obolibrary.org/obo/NCIT_C155835" Nasopharyngeal = "http://purl.obolibrary.org/obo/NCIT_C155831" Bronchoalveolar_Lavage_Fluid = "http://purl.obolibrary.org/obo/NCIT_C13195" Saliva = "http://purl.obolibrary.org/obo/NCIT_C13275" Nasal_Swab = "http://purl.obolibrary.org/obo/NCIT_C132119" Frozen_Food = "https://www.wikidata.org/wiki/Q751728" SPECIMEN_TERMS = { # since Python 3.7 dict is ordered! Note that re is allowed "Oronasopharynx": Oronasopharynx, "orophar": Oropharyngeal, "pharyngeal": Nasopharyngeal, "\snares": Nasal_Swab, "saliva": Saliva, "swab": Nasal_Swab, "seafood": Frozen_Food, "packaging": Frozen_Food, "uknown": Unknown, "unknown": Unknown } warning = None sample = types.SimpleNamespace(**sample) try: if sample.specimen_source and \ not 'obolibrary' in sample.specimen_source and \ not 'wikidata' in sample.specimen_source: key = sample.specimen_source sample.specimen_source = None if key in mapping: sample.specimen_source = mapping[key] else: for term in SPECIMEN_TERMS: p = re.compile(".*?"+term,re.IGNORECASE) m = p.match(key) if m: sample.specimen_source = SPECIMEN_TERMS[term] if not sample.specimen_source: warning = f"No URI mapping for specimen_source <{key}>" if sample.specimen_source == Unknown or sample.specimen_source == None: del(sample.specimen_source) except AttributeError: pass return sample.__dict__,warning