import os import gzip import json from multiprocessing import Pool from tqdm import tqdm def process_file(file_path): domain_count = {} with gzip.open(file_path, 'rt') as f: for line in f: json_obj = json.loads(line) source_domain = json_obj.get('source_domain') if source_domain: domain_count[source_domain] = domain_count.get(source_domain, 0) + 1 return domain_count def process_files_in_directory(directory): file_paths = directory with Pool() as pool: results = pool.map(process_file, file_paths) return results def main(): snapshots = ["2018-17", "2018-22", "2018-26", "2018-30", "2018-34", "2018-39", "2018-43", "2018-47", "2018-51", "2019-04", "2019-09", "2019-13", "2019-18", "2019-22", "2019-26", "2019-30", "2019-35", "2019-39", "2019-43", "2019-47", "2019-51", "2020-05", "2020-10", "2020-16", "2020-24", "2020-29", "2020-34", "2020-40", "2020-45", "2020-50", "2021-04", "2021-10", "2021-17", "2021-21", "2021-25", "2021-31", "2021-39", "2021-43", "2021-49", "2022-05", "2022-21", "2022-27", "2022-33", "2022-40", "2022-49", "2023-06", "2023-14", "2023-23", "2023-40", "2023-50", "2024-10"] langs = ["as", "bn", "gu", "kn", "hi", "ml", "mr", "ne", "or", "sa", "sd", "ta", "ur", "te", "mai"] output_directory = '/mnt/weka/peacock/wet-data/output/domain_list_non_toxic' language_domain_count = {} for lang in langs: language_domain_count[lang] = {} for snap in snapshots: input_directory = f'/mnt/weka/peacock/wet-data/output/toxic_filtered_without_bloom_new/{snap}' if not os.path.exists(output_directory): os.makedirs(output_directory) language_files = {} for file_name in os.listdir(input_directory): if file_name.endswith('.json.gz'): language_id = file_name.split('_')[0] if language_id not in language_files: language_files[language_id] = [] language_files[language_id].append(os.path.join(input_directory, file_name)) for language_id, file_paths in language_files.items(): for result in process_files_in_directory(file_paths): for domain, count in result.items(): language_domain_count[language_id][domain] = language_domain_count[language_id].get(domain, 0) + count print("Done with", snap) sorted_domain_count = {} for lang in langs: sorted_domain_count[lang] = dict(sorted(language_domain_count[lang].items(), key=lambda item: item[1], reverse=True)) output_file_path = os.path.join(output_directory, f'{lang}_domain_count.json') with open(output_file_path, 'w') as f: json.dump(sorted_domain_count[lang], f, indent=4) if __name__ == "__main__": main()