Datasets:
File size: 1,721 Bytes
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from pywiki_custom import *
from urllib.parse import unquote
import io
import csv
import random
lang = "de"
n = 1100
# removing duplicates
def cleandata():
input_file = f'data_{lang}.csv'
output_file = f'{lang}-wikihow-qa-dataset-1k.csv'
unique_urls = {}
with open(input_file, 'r') as f_input, open(output_file, 'w', newline='') as f_output:
csv_input = csv.reader(f_input)
csv_output = csv.writer(f_output)
header = next(csv_input)
header[3] = 'METADATA'
csv_output.writerow(header)
for row in csv_input:
url = row[3]
if url not in unique_urls:
row[3] = f'{{"url": "{url}", "language": "{lang}"}}'
csv_output.writerow(row)
unique_urls[url] = True
else:
print(f"Duplicate row found, url: {url}")
print("Done!")
# getting a random article
def getrandom():
how_to = RandomHowTo(lang)
wkhowto_url = how_to.url
theme = unquote(how_to.title.encode('utf-8'))
# randomization
templates = [
"Wie mache ich {theme}?",
"Schreibe wie ich folgendes tun kann: {theme}"
]
wkhowto_q = random.choice(templates).format(theme=theme)
wkhowto_a = how_to.print(extended=True)
return wkhowto_q, wkhowto_a, wkhowto_url
# saving .csv
with open(f'data_{lang}.csv', mode='w', newline='') as file:
writer = csv.writer(file)
writer.writerow(['INSTRUCTION', 'RESPONSE', 'SOURCE', 'URL'])
for i in range(n):
wkhowto_q, wkhowto_a, wkhowto_url = getrandom()
data = [wkhowto_q, wkhowto_a, f'{lang}.wikihow.com', wkhowto_url]
writer.writerow(data)
print(f"{i+1} out of {n}")
cleandata() |