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from pywiki_custom import * |
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from urllib.parse import unquote |
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import io |
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import csv |
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import time |
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langs = { |
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"en", |
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"ru", |
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"pt", |
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"it", |
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"es", |
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"fr", |
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"de", |
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"nl" |
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} |
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n = 2200 |
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def cleandata(lang): |
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input_file = f'data_{lang}.csv' |
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output_file = f'{lang}-wikihow-qa-dataset-{n / 1000}k.csv' |
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unique_urls = {} |
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with open(input_file, 'r') as f_input, open(output_file, 'w', newline='') as f_output: |
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csv_input = csv.reader(f_input) |
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csv_output = csv.writer(f_output) |
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header = next(csv_input) |
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header[3] = 'METADATA' |
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csv_output.writerow(header) |
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for row in csv_input: |
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try: |
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url = row[3] |
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if url not in unique_urls: |
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row[3] = f'{{"url": "{url}", "language": "{lang}"}}' |
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csv_output.writerow(row) |
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unique_urls[url] = True |
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else: |
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print(f"\033[91mDuplicate row found, url: {url}\033[0m") |
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except: |
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print(f"\033[91mBroken found, url: {row}\033[0m") |
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def getrandom(): |
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how_to = RandomHowTo(lang) |
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wkhowto_url = how_to.url |
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theme = unquote(how_to.title.encode('utf-8')) |
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wkhowto_q = theme |
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wkhowto_a = how_to.print(extended=True) |
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return wkhowto_q, wkhowto_a, wkhowto_url |
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for lang in langs: |
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print(f"\33[34mGenerating {lang}...\033[0m") |
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with open(f'data_{lang}.csv', mode='w', newline='') as file: |
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writer = csv.writer(file) |
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writer.writerow(['INSTRUCTION', 'RESPONSE', 'SOURCE', 'URL']) |
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for i in range(n): |
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wkhowto_q, wkhowto_a, wkhowto_url = getrandom() |
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data = [wkhowto_q, wkhowto_a, f'{lang}.wikihow.com', wkhowto_url] |
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writer.writerow(data) |
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print(f"{i+1} out of {n}\033[0m") |
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time.sleep(3) |
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print(f"\33[92mDone for {lang}!\033[0m\n") |
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for lang in langs: |
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cleandata(lang) |
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print("\33[32mDone for all!\033[0m") |
