prepare_data.py

import glob
import json
import pickle


def main():
	id2label_coarse = {int(i): tag for i, tag in json.load(open('./id2coarse_tags.json', 'r')).items()}
	id2label_fine = {int(i): tag for i, tag in json.load(open('./id2fine_tags.json', 'r')).items()}
	
	files = glob.glob('./*json')
	
	for file in files:
		if 'tags.json' in file:
			continue
		
		with open(file, 'r') as f:
			sentences = f.readlines()
			
		with open(file.replace('.json', '.txt'), 'w') as f:
			for sentence in sentences:
				sentence = json.loads(sentence)
				
				tokens = sentence['tokens']
				ner_tags_ids = sentence['coarse_tags']
				ner_tags_fine_ids = sentence['fine_tags']
				
				ner_tags_coarse = [id2label_coarse[t] for t in ner_tags_ids]
				ner_tags_fine = [id2label_fine[t] for t in ner_tags_fine_ids]
				
				for tok, tc, tf in zip(tokens, ner_tags_coarse, ner_tags_fine):
					f.write(f'{tok}\t{tc}\t{tf}\n')
				f.write('\n')


if __name__ == '__main__':
	main()