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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'))
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