| 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() | |