import json import string import re stopwords = ["he", "she", "they", "it"] list_alnum = string.ascii_lowercase + '0123456789 ' def filtering(entry): def _subfilter(token): if len(re.findall(rf'[^{list_alnum}]+', token)) != 0: return False if token in stopwords: return False if token.startswith("www"): return False if token.startswith("."): return False if token.startswith(","): return False if token.startswith("$"): return False if token.startswith("+"): return False if token.startswith("#"): return False return True if not _subfilter(entry["object"].lower()): return False if not _subfilter(entry["subject"].lower()): return False if entry['object'].islower() and entry['subject'].islower(): return False return True with open(f"data/t_rex.raw.jsonl") as f: data = [json.loads(i) for i in f.read().split('\n') if len(i) > 0] print(f"[before]: {len(data)}") data = [i for i in data if filtering(i)] print(f"[after] : {len(data)}") with open(f"data/t_rex.filter.jsonl", 'w') as f: f.write('\n'.join([json.dumps(i) for i in data]))