""" 2018: 10,732,804 2019: 9,725,094 2020: 31,449,608 2021: 37,282,461 2022: 74,024,575 """ import json import os files = [ "dataset/tweets/2018.jsonline", "dataset/tweets/2019.jsonline", "dataset/tweets/2020.jsonline", "dataset/tweets/2021.jsonline", "dataset/tweets/2022.jsonline" ] n_shard = 10000 root_dir = "dataset/tweets_sharded" os.makedirs(root_dir, exist_ok=True) counter = 0 file_id = 0 f_writer = open(f"{root_dir}/{file_id}.jsonl") for i in files: with open(i) as f: for line in f: tmp = json.loads(line) tmp = {"id": tmp["id"], "text": tmp["text"], "date": tmp["created_at"]} f_writer.write(json.dumps(tmp) + '\n') counter += 1 if counter > n_shard: file_id += 1 counter = 0 f_writer.close() f_writer = open(f"{root_dir}/{file_id}.jsonl")