import gzip from collections import defaultdict from spellchecker import SpellChecker import json from tqdm import tqdm config = [ {'title': 'English', 'lang': 'en', 'out': 'out/en.tsv'}, {'title': 'Spanish', 'lang': 'es', 'out': 'out/es.tsv'}, {'title': 'French', 'lang': 'fr', 'out': 'out/fr.tsv'}, {'title': 'German', 'lang': 'de', 'out': 'out/de.tsv'}, {'title': 'Russian', 'lang': 'ru', 'out': 'out/ru.tsv'} ] def get_file_dict(file_path, language): spell = SpellChecker(language=language) count_dict = defaultdict(int) with gzip.open(file_path, mode="rt") as f: file_content = f.readlines() for line in tqdm(file_content): parts = [el for el in line.split('\t')] word = parts[0].split("_")[0] if word in spell.known([word]): count_dict[word] += int(parts[2]) return count_dict def url_to_path(url): parts = url.rsplit('/', 1) return 'data/' + parts[-1] def get_paths(title): with open('raw/dict.jsonl', 'r') as f: items = [json.loads(line) for line in f] links = [ link['url'] for item in items if item['title'] == title for section in item['sections'] if section['name'] == '1-grams' for link in section['links'] if link['name'].isalpha() and len(link['name']) == 1 ] return list(map(url_to_path, links)) for single_set in config: set_dict = defaultdict(int) paths = get_paths(single_set['title']) print(paths) # continue for path in tqdm(paths): new_dict = get_file_dict(path, single_set['lang']) set_dict.update(new_dict) with open(single_set['out'], "a") as f: for key, value in set_dict.items(): line = f"{key}\t{value}\n" f.write(line) # print(set_dict) # print(get_file_dict('data/googlebooks-eng-all-1gram-20120701-a.gz', 'en'))