import pandas as pd df = pd.read_csv('labeled_data.csv') df['label'] = (df['class'] != 2).astype(int) df_sample = df[['tweet', 'label']].rename(columns={'tweet': 'text'}) df_sample.to_csv('toxic_data.csv', index=False) print(f"✅ 完成!共 {len(df_sample)} 条,有害比例: {df_sample['label'].mean():.2%}")